{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a3b58e26-1299-41f9-bca9-9852114c97ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.font_manager import FontProperties\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "13922def-9a41-413f-9f7f-6f723d8240af",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取CSV文件\n",
    "df = pd.read_csv(r'D:\\大学计算机\\大作业2\\爬取数据\\doubantop250.csv', encoding='utf-8')  # 替换为实际文件路径\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5a96492f-df7f-4410-9540-e00038e022c7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "目标国家计数：\n",
      "美国: 79\n",
      "日本: 33\n",
      "中国香港: 12\n",
      "韩国: 10\n",
      "中国大陆: 7\n",
      "英国: 3\n",
      "中国台湾: 2\n",
      "意大利: 2\n",
      "印度: 2\n",
      "泰国: 1\n",
      "德国: 1\n",
      "法国: 1\n",
      "西班牙: 1\n",
      "伊朗: 1\n"
     ]
    }
   ],
   "source": [
    "# 定义目标国家列表\n",
    "target_countries = ['韩国', '阿根廷', '西班牙', '美国', '德国', '法国', '英国', '南非', '意大利', '瑞士',\n",
    "                    '加拿大', '中国大陆', '中国香港', '中国台湾', '泰国', '印度', '新西兰', '墨西哥', '日本',\n",
    "                    '巴西', '法国', '波兰', '黎巴嫩', '塞浦路斯', '卡塔尔', '丹麦', '澳大利亚', '捷克',\n",
    "                    '希腊', '伊朗', '匈牙利', '约旦', '奥地利']# ... 目标国家列表\n",
    "\n",
    "# 提取'国家'列，并统计每个国家的出现次数\n",
    "country_counts = df['国家'].value_counts()\n",
    "\n",
    "# 过滤出目标国家的出现次数\n",
    "target_country_counts = country_counts[country_counts.index.isin(target_countries)]\n",
    "print(\"目标国家计数：\")\n",
    "# 打印每个目标国家的计数\n",
    "for country, count in target_country_counts.items():\n",
    "    print(f\"{country}: {count}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a5791cc6-f5fa-43cb-ad7b-d7abe00a2e0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 为Matplotlib设置默认字体以支持中文\n",
    "font_path = r'C:\\Windows\\Fonts\\simhei.ttf'  # 替换为支持中文的字体文件路径\n",
    "font_prop = FontProperties(fname=font_path)\n",
    "\n",
    "# 绘制柱状图\n",
    "plt.figure(figsize=(12, 6))\n",
    "target_country_counts.sort_values(ascending=False).plot(kind='bar', color='skyblue', edgecolor='black')\n",
    "plt.title('国家计数 (柱状图)', fontproperties=font_prop)\n",
    "plt.xlabel('国家', fontproperties=font_prop)\n",
    "plt.ylabel('计数', fontproperties=font_prop)\n",
    "plt.xticks(rotation=45, ha=\"right\", fontsize=8, fontproperties=font_prop)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0a11ad3f-2af4-43d7-a255-fcdd47b24047",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WlobRaESv19d6aDQa9Ho9Wq2W008/PbJvlBBCtEMaRVGUaA9CCCFE67d69WqGDx/OgQMHiImJAeCuu+7CYrEwfvx4ADIzM5k7dy7HHHMMDzzwADExMXz88ceYTCYOHTqEzWYjOzubxMREEhMTyc3NRaPRYLPZsFqtJCQkMHnyZK6++mp2796NXq9n8ODBzJw5E4CMjAwKCgro2rUrAGazGbfbza5duxg+fDg33ngjF198McXFxXTp0gWNRkNlZSWzZs3iH//4B5s3b+aRRx5h6NCh3HzzzdF5I4UQoo3SR3sAQggh2oZx48bRt29fzGYzPp8PnU4HVN/8/5miKPh8PgwGA1qtlqysLACGDx/OI488wqhRo7jpppu45pprePDBB9Hr9TzyyCMMHjwYgMrKSj7//HMef/xxKisreeyxx+jcuTM6nY78/Hx8Ph8ul4u8vDxSUlL497//DVQv69q+fTu33HILVVVVxMXFYTAYMBqNHDx4EEVRWLt2LUBg7EOGDGHXrl0kJCQ0+NpzcnJ4/vnn+b//+79wvZ1CCNHmyFIrIYQQTfbDDz/w448/AvDhhx+SnJxMSkoKH3zwARMmTAgstcrOzubUU0/lm2++AeC///1v4LkFCxYE+ps0aRKXXnopy5YtY8mSJTWuZbFYKCgoIDExkeuvv55TTz2VUaNGMXfuXDIyMoiPj2fRokX07NmTJUuWcOuttwKg0Wj44IMPuPfeezEYDFgsFkpKSqiqqsJqtaLVanniiSeYO3cub731FgBGo5Hx48ezefPmBh/Dhw/HZDI1x1sthBCtlgQeQgghmqS4uJjbb7898G3/LbfcQmlpKUVFRfz973/n3//+N4WFhRQWFtKlSxfWrFnDqFGjAHjooYcoLCwkJiYGnU7HtddeS3FxcY3+FUVh9OjRDBgwAKhOIL/oootYsmQJXq8XgPXr11NZWYlGo6lxrsFgQK+vntzfsGED6enpLF68mLFjx3Lw4EF69OjB2LFjueyyy7BYLPzwww9ceOGF3HXXXVRVVWEwGAAYO3YsaWlp9OrViw4dOtCtWzd69OhBcnIyy5YtA/6YJRFCCFE3WWolhBCiSbKzs7n88ssZPHgw69atA6Cqqgqj0YjD4SAuLq7ec7///ntycnIoLS0lMTGRKVOmcMUVV/Cvf/2LK664IrDU6pprrgnMQiQlJTFixAi+/PJLnnrqKfx+P2VlZVgsFhwOB16vl/Hjx1NYWMj48ePp378/V199NU6nkzFjxvDAAw+wePFinnnmGQAefvjhwHh69+6Nx+Nh3rx5fPrpp8TGxgIwfvz4QJ5Knz59cLvdvPzyy1xxxRUAvP766zWCHlmiJYQQtUlyuRBCiLD47rvvePnll/nf//7H8ccfT3Z2NqWlpcTFxQVmHUpKSti4cSP9+vXjkUce4dChQ9xwww3ceOONPP/88/Tr14/hw4ej0WiwWCwUFhai0Wh45513ePvtt1mxYgU+n49PPvmEt956i969e7Nz507Wr19Pp06dyM7OJj4+vsZyLL/fT3Z2Ntdeey0pKSls2bKFRYsW0blzZ2w2GwcOHCAzM5Pt27ezbds2Bg4cyH333cdjjz3GiBEjOO200/jf//4XeA2//PILbrebs846KxCYrF69muTkZFavXo3ZbA4kso8ZM6bB92zMmDGSyC6EaDdkxkMIIUTY/fbbb9jtdjIyMti3bx9JSUkA3HnnnVgslkC7Hj16cO6551JUVER+fj5r164lIyODxx9/nL59+3LttdditVo5cOBA4BydTseNN97IokWL6N27N5MnT8ZisbBlyxZOP/10brvtNl566SX69OnDjz/+SGZmJgB2u525c+cya9YsfD4fFRUVVFVVUVlZidlsRlEUnnrqKRwOR41aHx07duTss8/mhRdeICYmJrCka/PmzXi9XlasWMHdd9/NqaeeitFoBKixROujjz4iPj6e8vLywG5fdrud2bNnB16PEEK0B5LjIYQQIiI+/PBDhg0bFgg6AN5++2169OhRo93SpUsBePLJJ5k+fTolJSUcd9xx9OjRg5SUFDZv3sxvv/1Wq3+n08nLL7/M9u3bA33Hxsby/PPPk5OTQ15eXiAH5LfffmPlypXExsZy2223cfTRRxMXF4fT6SQlJYXCwkKgOpn87LPPpkOHDoHrmM1mtm/fHtgFy+/3Ex8fT2VlJRaLhaFDh7Jw4UK2bNmCVlv9sXokmBg/fjz5+fns3r2bpKQkFixYwN69eykuLuaMM84AqJWXotaOHTtYvnx5o84VQohokMBDCCFEWPx55e7OnTt54YUXAlvZ1mX37t289dZbPPzww6SnpzNu3DjOOeccUlJS6Nu3L7GxsSxatIgzzzyTSy65pMa5Ho+HX3/9lZNOOomPP/6YAwcO8PHHHzNhwgT0ej2dOnVCURQef/xxAOLj4znqqKPo0qULH3zwAccffzxFRUVkZGTQsWNH4uPj0Wq1LF++nGXLlvHqq68GruV2u5k0aRLZ2dmsXbsWjUbDrFmzePbZZ3njjTfIysrisssuY/jw4bjdbtXvV1FRETk5Obz33nscPnxY9XlHzJ07l3/84x8hnyeEENEiS62EEEKERVVVFS6XC7vdzuWXX879998f2ImqLl27duWFF17glltuoW/fvrz77rvk5OTQuXNn+vfvj9PppLCwEIfDwc6dO0lLSwOqlyldcMEFlJaWsnfvXgYMGMApp5yC1+vl448/5o033qC8vJyKigq+/fZbnn/+eR599FE6dOjA9u3bufHGG0lJSWH9+vXYbDZMJhNPPvkke/bs4aeffuL+++/nvPPOC4xzypQp3Hbbbfh8PjweD1qtliFDhgDVQcmRHJaVK1eydOlSPvjgg8C506dP57bbbiMuLo5Dhw4xcOBAKioqKCsro1evXpSXl3PccceRnZ3NTz/9xC233BJIxnc4HLz00kvcc889rFixgksvvRSr1Rro2+v1YrfbA0vJjiwfmzFjBuecc07Y/rsKIUTYKEIIIUSY2e32kNpnZmYqK1asUD766KPAscLCQuWpp55SFixYoGzbtk05/vjjFUVRlE8++USJi4tTJkyYoPh8PmX27NmK0WhUHnroIeXTTz9VunfvrvTr10857rjjlD59+ihWq1X57bfflDPOOEPRaDRKcnKykp6eriQkJCiJiYlKSkqKotPpFEDp27evotfrlUsvvVRRFEW56KKLlGnTpik+n08ZO3ascvbZZytVVVXK1q1blf379ytr1qxRevbsqQwZMkSZPHlyYOyXXXaZMm3atBqv8eijj1b27NmjnHPOOcpVV12lKIqijB49WpkyZYqiKIoybdo0ZfTo0YH21157rfLOO+8oiqIoK1asUPr27Rt4bvbs2UpOTk7g52nTpin79u0L6T0XQojmJjMeQgghwi7YNrJ/9dtvvxEbG8upp54aOJaSksK4ceMCP2/YsAGA6667juuuuy5w/LTTTmPatGmBrW2vvfbaOq/x888/c8EFF/D444/z7LPPMnbsWH744QeOPvpoTCYTw4YN46mnnuKZZ57hnnvuobS0FI/Hw44dOzjrrLPw+/28/fbbmEwmxo8fz0knncSdd97JSy+9xE033URubi4ejydQsLAuWq2W+Ph4CgoKaj13ZNes+o5pNBpcLhc6nY6nn36aF198kU6dOgEwYcIEnnvuOTIyMtBqtXX2JYQQ0SZ/mYQQQkRdfHx8o89NSUkJBB0NsVgseDweXC4X9957LxdccAGFhYU8+OCDpKenM3HiRHw+HxMnTgwkk3s8HiZOnEhMTAwGg4GTTz6Zbt26UVJSwvz585kwYQJZWVlYrVZOPPFE9Hp9IMEcoF+/fpSWlmI2m7Hb7QwZMoSysjKKiopISkqiqqqK77//nuOOO67BsSuKgsFg4NFHH+Wnn35i79693HrrrYHtfHft2sWdd96J2Wzm1VdfZejQoY1+P4UQIlIk8BBCCNFuHNlB64ibbrqJm266qd72c+bMqVH9fM6cOaxbt46DBw/y888/4/F4+PDDD7nhhhtqnHdkN60tW7bU6vPll19m8+bNTJ06lTFjxnDeeecxYMAA9u7dW+84qqqqMJlMTJgwAYBTTjmFe+65JzBDNGrUKF555ZVA7okQQrREEngIIYQQ9ThSc2Tt2rV8+OGHzJo1i+uuuw5FUbj22mspKCjgX//6F0uWLOGJJ56gW7duQPWuW2qpaVtRUYHNZgv8fOmll7JkyRKWLFkCwKmnnhpIvhdCiJZKttMVQgghGjBz5kwuuOACevTowdatWzn//PNZt24dvXv35u2332bbtm04HA7GjBkT2FLY4/EwduxY+vfvX+vx8ssvM3PmTPr378+PP/7IjBkzcLlcDY7h8OHDZGRkMHv2bHr06MGUKVNYvnw5K1asYMWKFSxevJj7779fVRCTlZXFunXrwvLeBBPsdQkh2hcJPIQQQogGXHbZZezbt48HHniA2NhYHA4HF154YaC2SEZGBtOmTWPBggWBYoBz5sxh3759bN68udbjgQce4IILLuD222/HZDLh9/ux2+2B65WWlvLMM8+wcOHCQA7H7t276dy5MxdffDF79+7loosu4pJLLmHDhg0sWLAAr9fLk08+GaiYfsSRLY7/bPbs2dxxxx01jnk8nsDysLpceOGFTJ06tcH3qaSkhPXr1/P5559z991387e//Y3ExES2bt1ao11mZibz5s1rsC8hRNskS62EEEKIIGJiYgL/ftFFF3HRRRfVanNkWdZf//2v1qxZw1dffcWBAwf49ttvAxXMj8yWJCQkkJOTwy233MKll14KwIIFC3j22WcDfbz44osMHjwYrVbLjz/+yP33389ZZ51V61r/+c9/mD59OkajkbKyMmJjYwPJ78ceeyw6nQ5FUXC73bzxxhv1JqUfOnQoaIX1xx9/nG3bttGpUye++uorFi1aRN++fWtUrgewWq2YTKYG+xJCtE0SeAghhBDN6MEHH+Tyyy9nzJgxNY7/eZnU+++/H/j3DRs2sGvXLs4++2wA/H4/W7ZsoX///jz//POkpaXh8XhYs2YNnTt3JjU1FZ1OB8DTTz/N008/DcDo0aMZPnx4IJn+zTffZNGiRXz99ddBx6zVaklOTm6wzdtvvw1UL+X6+uuvAwEVwNSpU3n33XdZsWJFjV2/hBDtiwQeQgghRDM6+eSTOfnkk2sdr2+pU25uLg8//DAHDx5k9OjRFBcXc+yxxzJy5EheffVVNm3axPfff88999zDb7/9xlFHHcXatWtZsWIFo0ePJjY2Fp1OR0VFBZs3b+aVV14BoKCgALPZTP/+/fF4PFRUVPDNN9+QmJhITExMjVkJl8uFx+OhsLAwMNaKigp0Oh2ZmZkUFxfz0UcfYTAYKC4uxufz8eabb+Lz+TCZTCQnJ8sshxBCAg8hhBCiJbjhhhtqbcsLMHz4cIYPHw5U54507NixxvNnnnkmZ555JlC9XKuiogKtVssZZ5xBdnZ2yONITU0N9HGE0+nk2muvDcykALjdbgYPHsz8+fPx+XwUFhZiMBjYsmULiqJQWFiIx+PBbDZjs9mCLtUSQrR9EngIIYQQrcRfg46/0mg0gYT0I6ZPn86NN95I37596zxn8+bNzJkzh3PPPRegVlV1l8tFfHw8jz/+OE888USdfaSmpvL8888D1TVF/H4/ffv2ZfTo0QCqlnMJIdo+CTyEEEKINsxkMmGz2bjxxhvrfP7pp5/GbDbXe/68efOw2WxMmjSJhx56CKPRWG/bZcuW8eOPP6LT6fj3v/8NEAg+hBBCMryEEEKINszv92MwGOjcuXOdD71eH9hRqy4vvfQSTz31FAMGDOC5556rt115eTk33ngjjzzyCDqdjpkzZ3LHHXewf/9+/H5/g9cQQrQPMuMhhBBCtGFWqxWz2VxjmZSiKIGci5SUFPT6um8HXn/9dQoLC7nxxhsZPnw4f/vb37jwwgs57bTTarRzuVxcffXV9OvXj2uvvZZnn32WPn36sHr1arp168aiRYtwu91hf21+v7/Ru2S53W5mzpzJ5ZdfXu/rF0KEl8x4CCGEEG3UihUrKCgoYOHChfTp04cVK1bw0EMP0b17dzZu3MimTZvYuHEjb7/9NllZWTXO/fjjj3n00Uf54osvMBqNdO3albfeeouLL76YVatW1Wi7ePFisrOz+eijj4DqrYEffPBBevbsCVTnfcycOTPQ/r777qNLly51Vnb/8yMxMZG33nqrztdWVVXFySefzPTp0xt8D8rKynjvvffw+/01jhsMBh577DFmzZql6r0UQjSdBB5CCCFEG/X6669TUFCAyWRixowZAFxzzTWceOKJVFVVcf7557N48WIGDBjAZZddhsPh4PDhw9x4443ceeedfPnll/ztb38L9DdmzBjuu+8+Bg8ezJtvvhm4mT/vvPNYvXo18fHxgSVVf66ibrVa0ev1bN68mYKCAgwGA+PHj6+zsvufH8OHD693G95nn32W/Px8Tj/9dAAOHjxIbm5urXZVVVVMmzaNYcOGMXXqVHr06MHxxx9P586dcbvd3HPPPXTr1o0TTjiB/v37889//jM8b74QohaZWxRCCCHaoLy8PBYsWMDbb79NXFwc3bt359hjjw1UYf/yyy9xOBz07t2bwYMH43a7mTFjBrfeeivHH388K1eupF+/frX6ffzxx7HZbNxzzz2sXbuWKVOmAASSzj0eD4qi1Ag8AHbs2MGVV17JoEGDKCsrA2Ds2LF89NFHxMfHU15eHhib3W5n9uzZADW28D3im2++4e2332bx4sV07twZgOeee46lS5fy66+/1qiWnpaWxs8//8yTTz7JBRdcQO/evenZsyejR4/mzTffDBQ8fOWVV9DpdCQmJjblbRdCNECjSLaXEEII0SZ5vd6Q8hf8fj/Tp09n5MiRdd7w/9mOHTuwWq0sWbKEm266iS5dugSey8vLw2Aw1Kh2vmfPHjZv3ky/fv0YMWIEY8aMqVG9vU+fPvz4449kZmYGjo0ZM4bhw4fX2JFr3rx5XH311cyYMYNzzjkncNzj8TBy5Ehyc3NZsGBBIIjZu3cvnTp1wmQykZOTwymnnMIbb7zBG2+8USPwGDp0KOPGjeOjjz4K1EURQoSXzHgIIYQQbVSoSdNarVb19rdHH300UL1db9++fdmwYUPgueuuu45evXoxbty4wDGNRlNrFiRUL7/8Mo8++ihDhw5l2bJlzJ8/n/LyckpLS7Hb7eTk5LBhwwauvPJKZs2ahcFg4NVXX+Wnn35i0qRJfPzxx/znP//hyiuvZM2aNcTHx9OtWzfOOeccrrvuOtLT0xk3blxgS2AhRHhJ4CGEEEKIRgvlBv2vO1BNnz6d2267jbi4OA4dOsTAgQNRFAWv10teXl6t8/1+P7179yYhIQG73U5aWho9evQgKSmJxMTEwBKrSy+9lJkzZzJy5Ehef/11vvjiC/71r3+xfPlyfvzxR04//XRMJhPLly8P9D1lyhQ+/vhjfvrpp0a+E0KIYCTwEEIIIUSjNWXF9qhRoxg1ahRQvdRq7ty5fPjhh9x99911th87diz33ntvrR2q/mrjxo2kpKQEfh4zZgxXXXUVWq2WYcOGccYZZ9QqhHjxxRfj9Xob/VqEEMFJ4CGEEEKIRvP7/WzdurVGbkZhYSF6vZ6pU6fWaOvz+RrsS6vVkpaWxrJlyxgxYkSt5zUaDaeffjrr1q1rsJ/NmzfXCDwAZs6cicvlwuv1cvfddxMfH1/jebfbLUUOhYgwCTyEEEII0WgJCQnccMMNTJ48OXCsrhyPwYMH15pl6NevH6WlpZjNZux2O0OGDEGr1VJWVsaWLVvqvJ7RaGTKlCk1Es7/rL5ckueff57XX3+dX3/9lVtvvZUXX3wx9BcrhGgSCTyEEEII0WhDhw5l6NChQdstWrQo8O9HljTVF1wcMWbMmFqzJGpySv6aSzJjxgx69OjBGWecwZw5c/jiiy/44osvarRxOp306tWLZcuWBe1fCNE4EngIIUQr5/MrVHl9uLx+vH4Fj6/mP70+BY/f/5d/Knj9fjy+6n96/QpHVpkoCij86Wfg0a9+A0CjAZ1Gg1arQa/VYNBpMeiq/2nSazEbdJj0Oi4+Lp3eGfHo62hn1Gl//6cGo16LSa/DpNOi02qi8waKsPP5fA3mYXg8HtV9/bWt3+/npptu4qabbqr3nD9fu6ysjIceeog5c+YA1TMfzz//fK1zxo0bR0FBgepxCSFCJ4GHEEK0UEcCikqPj0qP//d//vXhx+1rONE2nBQFvIoCfgV39SjrbHdS9yRiy4x1PlcXsw5Mr12OMT4ZU3wypkQb5sTU6kdSGuakDpiT0rCkdMQQEx+8QxFV5eXlVFZW1vu8x+Nh7NixPPfccw32k5OTU6umhtfr5f333+f666+v8xyLxVIjWFm/fj0jRoygT58+dbb/xz/+wfr164mJieH9999vcDxCiKaRAoJCCBElPr+Cw+2lvMpLmctDucuL0/1HkNGcAUUwR2Y81LptUA8yO8Spbh+n8+F/cbiqtnpLDJbkjhz3z+tI6dMZiPv9Ef/7Q33AI6KjsrISg8EQcp0RqA5qTCZTrXyRxvL5fFKzQ4hmIjMeQggRYU6Pj/IqD2Wu6iCj3OWlrMpDhdtHW/3mR6/TBm/0Jwa/B5fKtt7KCsoP7kGrzwfK6mhhoToASfj9kQgk/X4stHGJyLBYLI0+Ny5OfUCrhgQdQjQfCTyEECIMFEWh3OWlpNJDWZWXcteRf3rx+ttqeFE/gz60G3ydp/5lOfWxptb3jXfl74+aBeiKcjvy9kMu0rsnkZ6ZRKceyWT0TCa1UzwajeSXtHa7d++mY8eOxMbGApCXl4ff7yc9PT3KIxNCHCGBhxBCNEK5y0ux0/37w0OJ042nHQYY9dGFeCOvdTtD699oxpQQWnCTn60hN8tObpad9ewLHDdZDGT0SKLzUSl0OcpGl94pZPRIRm+Qb8Jbuj8vk7rqqqt46aWXOO+88wB47bXXqKqqYsKECUB1boher2fIkCHs2rWLhISEBvvOycnh+eef5//+7/8i+yKEaEck8BBCiCAcgSDDQ7HTTUmlG7dPgoyGhDrjoakqDam9JSUtpPYA2TvrToR3VXrYtyWffVvyA8f0Bi2Z/Tpw+c0nEpNoITbJgjnWKDMjLcy5557Lxo0b0Wq1lJaWMnLkyEAND6ezOpj9+OOPA0FHYWEhRqOR8ePHM2bMmAb7HjNmDCaTKeKvQYj2RAIPIYT4E5fXR4GjeiajyOmmpNKDy9tykrxbi1BnPDQVJSG1t9hSQ2oPsGuD+uVcXo8fn8dHwX47BfvtAOj0WqwJZmKSLMQlWYhNtqI3yqxINP25NsiAAQOYMGECHTp0wGKxMHXqVMrKygIzHkccCUzGjh3LRx99RHx8POXl5cTExABgt9uZPXs2IPkfQoSbBB5CiHbN7fOT73CRX+4ir9yFvUp9fQFRP60utMBDKSsKqb01NTm0/hUtO9c5QjqnQ+eaS3F8Xj/lRU7Ki5zk/n7MEmciLsVKbLKVuBQLRnPtitmieUybNo1OnTrxwAMPoNPp+Pe//x0oVPhnR4KJ8ePHM378eAD69OnDjz/+SGZmZqDd66+/LjNcQoSZBB5CiHbF4/NTUOEmr7yKfIeLEqenze4sFU36EIsB+svygjf6E4ut4fX5f+X1xOL1lId0TkqHmKBtKstdVJa7yM+qnrExxRiJT7ESZ4sh3mbFYJKP2Ujbvn07AwcODPxcUVGBRqPhq6++AkCj0ZCXl1ermrkQovnJX0QhRJvm8ysUVPw+o+FwUVThlkCjGYR6j+crPhxSe6steFDwZ+UlZiC0wCM+0RxSewBXhZuCCjcFB+wAmGONxNtiiE+tDkR0elm6E27x8fHExsaSlZUFwB133EG/fv246667ANDr9XUGHdOnT+e2224jLi6OQ4cOMXDgQBRFwev1kpcXWiAshFBHAg8hRJtT7HRzqLSKPEcVhRVuZLOp5qcNcYmKtzAnpPaW1NDqQBQeCu2G3xpnwhSG2Yoqh5sqh5v8rBI0GohNtpKQFktCWgzW+NADG1HbX4MKt9utqtbHqFGjGDVqFFC91Gru3Ll8+OGH3H333REZpxBCAg8hRBvgVxTyy13klFZysLQKp6fu3YtE89BrNSEva/EWhRZ4WG2hVa3O3hXa/xOdeiSF1F4NRSGQI5KzDQxmPf20X2Po1A96DAWjNezXbMt2797NwIED0el05OXlBfIzCgsL+f7773nqqaeA6i13u3XrRmpqKmvWrKm3P61WS1paGsuWLWPEiBHN8AqEaH8k8BBCtEoen5/DZVXklFZyqKwKj2xv22KYQ6x/YdQCPvVJ/RqdHnNSaNfYvaEqpPapneJDat8YGsWHYclj1T/oLdD9HOh9CfS+GBI6R/z6rV3Pnj3Zv39/jS1vly1bxsiRIznmmGM48cQTeemllwACS6j+rF+/fpSWlmI2m7Hb7QwZMgStVktZWRlbtmxp1tciRHshgYcQotVwun0cLK0kp7SSfIdLllC1UJYQt5g1aEL7D2lJTkMTwoSKomjYsTa0Ha2S00LLIWmMBO3BP37wVsKuudWPOXdA+olwzJVwzChI6RXxsbRGGo2mRtCxZMkSRo8ezUcffcRpp53G4MGDue2225g4cSJWqzWwje6RACRYcDFmzBh8Ppk9FSKcJPAQQrRo9kpPINgodspWt62BOcTigQbFQyj/Za2poRUP9HljcVWGFnjEJ0Q+/yKxaF79Tx5eW/345THocDwcMxL6jQLb0REfV2vicDhYuHAhn3/+OYsXL+bTTz9lyJAhACxevJibb76Zo446irvuuouLL76YY489Fo9H/f9tobQVQgQngYcQosVxuLxkFTvJKnFS7qq9D79o2UJdaqX3VoUUeFhsodXwcJSaAfWBR3yyBWOECwNqtBri9kxW1zjvt+rHwich7VjoPxr6j4HknhEdY2vwxhtvMHnyZG655RYmTZpEbGxs4LmYmBimTZvGL7/8wn//+18SEhICgcfYsWN57rnnGuw7JyeHM888M9IvQYh2RQIPIUSL4Pb5OVDiJKvYSUGFO9rDEU0QauChdTtDah9qDY+iQ6F91GV0D39i+V/FW5zo3KFVawcgfxMs2AQLnoCMk6oDkH6j221OyKOPPsojjzzSYKG/c889l3PPPTfw85w5czAYDOj1cgskRHOT3zohRNT4FYXDZVXsK3ZyqLQSyQ9vG0whLrXSukKrr2FNDb5V6p/l7PaH1L45EssTnPXvrqTaoTXVj/ljIXMQHP/36uVYxsjnp7QkoVYXt1hC24pZCBE+EngIIZpdkdNNVrGT/SVOXN7QbgpFy2cKccZDU2EPqb3VFtqN455NrpDaJ6dGflvbhP1Tw9ibAlmLqh8//Av6Xgkn3FgdjIR4Uy6EEJEkgYcQollUuP/I2yirkryNtizUGQ/FURxSe0sINTwURcO2VaHNqMRFuLCf2QzmguWR6dztgN8+gt8+Qul1Pgy8FzqeisYc+eVjQggRjAQeQoiI8fkVsu2V7C2qIM8R2rfOovUyhhp4lOarb6zRYklRP6Pi91lxlqvPIUlKi0Ef4vhDlcDeiPZ/hJLYGbJ+hKx5KMlHo0k/HVL6o9FGNnFeCCHqI4GHECLsKtxedhdWsKeoQpZStUOhznj47YdVtzUn2dDq1S8fqiizAuoDj+ZILE/Mnx3xayg6E8TEAUr1o3g7SvF2MMSidDwFTcYZaCy2iI9DCCH+TAIPIURYKL8niu8qrOBwWRWSJ95+GXShBR6ewhzVba220Gp4FOWG9jGXmhHZxHKdXkPsno8ieg0Aug+CugozehyQvQAleyFKcl80nQZCct+QE7SFEKIxJPAQQjSJ2+tnT1EFuwsdONxS5VeEvtTKW5ituq3FlhJS34f2hDbjlhhi4nqo4k2laP2VEb0GgJLWO1gLKN6KUrwVLDbIOLM6F8QQ+cR6IUT7JYGHEKJRyqo87CxwsK/Yidcv8xviD6HMeOi1oFSpL+5nTU0MaSx7NqmvCaPRQFysKaT+Q5VQviyi/QMo8Z0hlJ3FKgtR9syEfT+gdDwZTeez0Vg7RG6AQoh2SwIPIYRqiqJwuNzFzvxyDpdLsriomyGEHAxjiCt8LLbY4I3+ZOtK9UGNLSMeXYQTyxP3Topo/wB0Pwsas3LK74ZDS1EOLUNJ7oOm8yA0yX3CPjwhRPslgYcQIiifX2FfcQU78h2UuWQrXNGwUGY8DIqXUP6PstrULwXy+ayUl6hf1pSemRjCSEJntfoxlG6L6DUUNCgJHYGmbOqgQPE2lOJtKNaOaLoMhg4nodHKLYMQomnkr4gQol5ev8KeQgfb8x04PZK/IdTRh7LUyu8KKfAIpYaHs9wKqA88bOmhVUQPVaJ3e0T7B6DzKaAN405yzlyUHV/Avh+gy2BIPwONPrLL0YQQbZcEHkKIWjw+P7sKK9iRX06VbIcrQqTXql/no3OHlmhtTVX/sVWSF9pHXFJKZBOrEw7PiGj/AEqnEyLTsbu0Og9k/08onQai6XQ2GmNoy96EEEICDyFEgNvrZ0eBg50FDtw+CThE44Qy46F1qc/BMMYnozOq7/tQCHX6tDoNMbEG9SeESG/QELP/q4j1D6CY4qvLokeS1wn75+PdvYmKpVXE3XE7ug6SiC6EUEcCDyEEVR4f2wsc7C5w4JEdqkQThVLGQ1NpV9021Boe+7ao39EqrUsCWm3kEssTDAVolAgvV+x+TuOSykOmwf7BYlxLNuL45BNirr6auDvvRJ+R3hwXF0K0YpHdvkMI0aI53T7W5tj5fmsu2/LKJegQYaEP4QZecRSrbmtNDa3S9rbVFarbpndLDKnvUCXYF0W0fwDF1i3i1wDw+VJxLdlY/UOVi4opU8k9cyAlDz+KN0d9MUghRPsjgYcQ7ZDD5WX1gRJmbT3MzgIHPgk4RBjpdOq/dlfKClS3tdgSVbf1+80UHVY/42HrGMHEcg0k7Hk/cv0DSkpvCGEb46Yom7au9kG3m4pPPyV34NkUP/Ag3qysZhmLEKJ1kcBDiHak0uNj9YESZm/NZXdRBRJviEjQatTfAPvtuarbWm3xqttWOmJUtwVISI5cxfJYqwe9M7IzAUq3MyLa/xF+Uqn8YWX9DTwenF98Se7Zgym+/wG8hw43y7iEEK2DBB5CtAMen59Nh0sDAYfEGyKSdCHsauUrVn9jarGpDw5K8tUniusNWqwxkUssT3RtjFjfAIpWD3GJEb3GEeXfqdwS2OfD+eVX5J51FvbnX8BfWhrZgQkhWgUJPIRow/yKwq5CB7O35rI5txyvTHGIZqANIfDwFhxQ3daaqn7HpsNZqpvSsVtiSLM0oUrI+TxifQPQ7SzQRP5326+1UTF9UWgnVblwvP0OuWcMpPzd91BcroiMTQjROkjgIUQblWOv5IdteazJtkstDtFsjHotGpU38VoN+ELK8VC/EWMoO1p17Jqoum2ojCYN1oM/RKx/AKXjMRHt/4iK+fsbfa7fbqf02efIPXswFdO/RvHL3yQh2iMJPIRoYworXPy8M58l+4ooc4VSE1qIprMadKrbhlCSA4M1DoNV/QnbVzlVt03pGLlCeAnagxHrG0CJSQNj5HfGV/TJlE+d1+R+fDk5lNx7H/nDhlO1aFHTByaEaFUk8BCijSiv8vC/fUX8tLOAggr13/YKEU7mEAIPA+rrWlhSO6puq/hN5GWrX9KTkBS5xPLEoqbfrDeo++Bmqd1RsTgflPAt5/Js20bhtddTeP0NeHbtClu/QoiWTQIPIVq5Ko+PNdklzN2eR7a9MtrDEe2c2aD+Y8XgVx8gW23qa3hUOdXvaGU06zFbIjNjoNFqiNszOSJ9H6EkZ0S0fwBFn0jZu7Mi0nfVgoXkDR1GyeNP4Csuicg1hBAthwQeQrRSPr/CltwyZm3NZVehbI0rWoZQZjx0nirVbUOp4WEvMKpum56ZFLHE8niLE507cjfTSscTQBv5X/zKteXgi2BOhtdLxdSPyD3rLMrfn4Ti8UTuWkKIqJLAQ4hWKLe8ih+257HxcJnsVCVaFJNe/ceK1u1Q3TaUGh65+9UHEh27JqhuG6oE55qI9Q2gdDkpov0DKPo47K9/F/HrACj2Ukqffoa8IUOpnD+/Wa4phGheEngI0YpUenwsyypi4e5CyiVxXLRAocx4aJ1lqttaUtUvn8rapn4JV3KH0AoNhiJh/9SI9a0YrGCNXFL8Ea6tHqhq3pwx7969FN30TwrGXINnz95mvbYQIrIk8BCiFVAUhV0FDuZsy2V/ieRxiJbLGMKMh+JUvwzJalNfw2P7avU7WsUnRCax3GwGc8HyiPQNQPdBEa/doeislLz6XUSv0RDXkiXknTeMsgkTUdyyYYYQbYEEHkK0cMVON/N35rMmx47HJ8uqRMtm0quf8aC8SHVTtTU8FMVIzm51uSOWGCNmcwjjDUECkf2mXkntFdH+Adz7tCilFRG/ToNcLspemUDe0GFULYtgINeKXH755Tz44IP1Pj9kyBC6dOlC//79G3wkJiby1ltvNXitAQMG8OOPP9b7/MSJE4mNjSUzMxObzcZRRx1V4/lzzz2X999/P7QXKNq0yG/+LYRoFLfPz8ZDpewurEDCDdFahDLj4bfnqmqnM1kwxasLEFzOGMCuqm1GjyTVxQ5DlZg/OyL9AiiJmRDC+9woOjMlEyOzk1VjePfsoXDUVVhHjSTh30+iS06O9pCiRq/XYzAY6n3eaDQyfvx4xowZ02A/Y8aMwWQyNdhm7969WCz1zwqaTCZGjhzJ1KlTefTRR2v9PlksFoxG9Zs9iLZPZjyEaIGyip3M+X23Kgk6RGsSSuDhKzmsqp3Vpr6GR2lRwzdSf9ahs/qE9VDo9Bpi93wUkb4BlMyBEa/d4T5kxp9fHNmLNIJz+tfknT2Yii+/jPZQosZgMDQYeBx5buzYsaSlpdGrVy86dOhAjx496NGjB8nJySxbtgwAna7hgF6r1ZLcQJCn1f7x+/7TTz9xxRVXsH79elJSUujWrRsLFizgwQcfpGvXrsTGRj4nSbR8MuMhRAtSVuVhTY6dvHL1xc+EaElCCTy8hdmq2llCqOGRd0D9HXlyWmRuhOJNpWj9kcnFUjRaiLdBJL+S0BooeW1O5PpvIn9JCSX3PwjFxVivuQZNQuR2Jou2zz//nJtuuokuXboEjuXl5WEwGPj8888Dx/bs2cPmzZvp169fIJgYP34848ePB6BPnz78+OOPZGZmBs55/fXXAzMUfr+fXbt2ER8fXyOo8Xq9VFVVUVhYCIDb7cbpdGKxWOjUqVOgXX5+Prm5uZx44okAFBQUoNVqufjiixk5ciQ33ngjfn8Et2QWrYYEHkK0AH6luibH1rxyqcchWjWDTl3goQE8hQdVfXFvsSWpvv7+7eprQMQlqJ8dCUVC+bKI9AtAl9MjXrvDUxyPb7+6ZXDRYjzuOIw6Hb4ZX6MdcCKa445Do217izhMJhN9+/Zlw4YNgWPXXXcdvXr1Yty4cYFjGo2mwVmQYMrKyjj22GPR6/U1ZjEqKioYNGhQ4JiiKHg8Hv7+978zadKkQLtZs2YxbNgwNBoNLper3uVVLpcr6PIu0bZJ4CFElNkrPSzfX4y9UopmidbPqFM342DQgkbxqWprTVX/jfaOtepmGmITzZhMkfkITNw7KXijRlLSj41Y3wBodNjfmBfZazSV0UjchcPRaACfD//qVbB3D7qzB6EJYXasNQi2FOrPtH8JvKZPn85tt91GXFwchw4dYuDAgSiKgtfrJS8vr0bbxMRE3H/ZOWzfvn306NGD999/n+uuu67BaxuNRrZs2YLH4+Hoo4/G7/ej1WrJz89nxYoVjBs3DkVROOqoo/j5559VvybR9rS9rweEaCUURWFrXhnzduRJ0CHaDIPKpVZGjfplF1abulobiqIna6u6XZgyukcmOdlq9WMo3RaRvhVzEpgj+22x15GMZ/v+iF6jqWIvH4Hhr+9DURG+777Ft2Y1Shta0qMojZ/dGjVqFMXFxezfv5+ePXuyePFibrrpJjZt2qTq/FmzZtGpU6egO18BXH/99XTt2pW33nqLrKwsDhw4QFZWFkOGDOHll18mKyuL/fv3S9AhJPAQIhrKXV5+3lXAb4fKZGmVaFP0Kpe7GPzqg22Lyhoe7qpYFEXdjEtapzjV1w9Fond7RPoFoMfgCCeVayl9d2EkL9Bk+h7dienTu+4nFQVl/Xp8M79DKVFfI6Yl8/v9bN26lczMzMDju+++49VXX61xDMDna3gGUavVkpaWFkgsb4jL5WLixIl88MEHuN1uPvzww6Dn3HjjjcyYMYOXX36ZG264odbzAwYMYOnSpUH7EW2bLLUSopntKnCw4VApXok4RBukV7nUSudTv4GCNVXddpxlIexolZQWmYrlCYdnRKRfACWla8T6BvC5bbjW7YjoNZpEoyH+8hHBt0AuLMT37TdoTzoZzbHHRmzL5OaQkJDADTfcwOTJkwPH6srxGDx4cK28in79+lFaWorZbMZutzNkyBC0Wi1lZWVs2bKlwes++uijZGZmcv7555OSksLw4cMZNGgQPXv2rLN9RUUFCxYswOOp/kLhyD//zOPxNCkPRbQNEngI0Uycbh8rDxSTKztWiTZMdeDhVrckSmswYkpUN4uSn61+Ej8+PvxLlvQGDTH7vwp7vwBK6jEQmVqHv9NQOiWCSfFhYL3oAoxxKnci8/nwr1wBB/ajGzQYTVxkZrgibejQoQwdOjRou0WLFgX+3ev1AgQNLsaMGVPnLMl//vMfPv7440BC+0knncSDDz7Ieeedx/z58+nVq3bxyjPOOIO9e/fy9ddfs23btjpzU3Q6Xa08FNH+yP8BQjSDrGInP2zPlaBDtHlql1ppqspVtbMkp6n+xvrATq+qdok2KwZD+O/iEwwFqhPmQ6V0PTUi/R7h86dStfi3iF6jKbRpacQO+FvoJx4+jG/G1/h3RHAJXDPz+XwNbk1b12yDmra7du3i4osvZsKECcydO5fOnTsHnnvkkUcYOnQop5xyCl999UdwfSTImTx5Mjt37uT888+vNTZFUXC5XPj9/iblrIi2QWY8hIggl9fH6mw72fbI7OkvREujdsZDU2FX1c5iS1V97Z3r1f2eZXRXvz1vKBLsiyLSr6IzQkwCkazdUf75+oj1HQ7xV41s/LflHg/+xYtR9u9He9bZaBqoxN0alJeXU1lZ///rHo+HsWPH8txzzzXYT05ODmeeeSYAb731FnfffTfnnXce69atq1E35Ij33nuP9PR0rr76arZt28ZTTz0VCFxOPvnkQLvKykq++eYb0tPTcbvdrFu3jhdffJEDBw5QVVXVmJcs2hCNIuGnEBFxsLSSVQdKqPK2nR1WRPv16Ffqvg1/4tJ+xJiDf6fVcccPlH8/IWi7roOHcsKtwbeQVRQddw/x41cx4TDosr50750SvGEoNPC3rcPROw+Et19A6TkUpUu/sPd7hF+TRu4170Ss/6Yyn30WiUMGh6kzM9qzB6Ht1i08/bVAlZWVGAwG9Hr13y1XVlYyd+5crrzyyqBtV69eTe/evUlISMDhcODxeEhK+iOYdzqd+P1+YmJiWnV+jYgMmfEQIsx8foW1OXb2FKlbwy5EW6LTqrvR8JfmBW8EWGzqanh43LH4fWWq2ibZrKrahSLW6olI0AGgdDg6Iv0eUf5dy12GpImLI+6sgeHrsKoK//x5KP2PRXvqqW2y6KClETM6FotFVdABNWc3YmNr59xYreH//RJtR9v7jRMiispdXubvzJegQ7RbqgMPu7rK2GpreJQXq9tyFyA2Xt0uWaFIdG0Me58ASlwGGCL3HaFfZ6Piq5a7hW7c6FHoIvD6lc2b8H0/E6VMXbAqhAgPCTyECJNseyXztksxQNG+qUzxwFt0UFU7a6q6b08LDqr7OEtJj0Ovj0Biec60sPcJQPezI1q7o+KnyMzShIPxhBOwdMqI3AUKCvB9+w3+vXsjdw0hRA0SeAjRRH5FYV2Onf/tK8IjtTlEO6bVgFan7mPFm6+uOrbFpm7f/wM71O0mlZGZqKpdKIwmDdaDc8PeL4CS2DEi/QIo+mTKP/wxYv03idFI/PBhkc8RcLvx//Izvv/9DyVIAT4hRNNJjocQTVDh9rIsq5jCCne0hyJE1JlVblGr14LiDr4DlUarw5ysrs9dG9TtaGXLCH89hwStutmbUCmdTgZt5L7MqPhfAbTQ/WVir7wCvTn8tVbqo2zbii8vD92556JJTGy26wrR3siMhxCNdKisih+350vQIcTv1AYeRo26m11zcipaFWu3FEXLznUOVX0mpYQ/8TWxaH7Y+wRQOjWiboXavvUJlL0zK2L9N4W+Z09ijqpdpC7iiovwffct/l27mv/aQrQTEngIESK/orDxUCm/7inE7ZOtcoU4wqIy8DAo6gr9WW1pqtp5PbF4VaRWabQaYmLD+y26Rqshbs+ksPYJoBhjIYL1JirXOcDbApcWaTTEX34ZGpWbFISdx4N/0cLqpVcNFOkTQjSOLLUSIgSVHh/LsorJd0gFciH+ymRQ912W3udCTehhsSWr6s9hNwPBK6GndY5Hpzb7XaU4ixOduySsfQLQfXDEksoVfRz21yOUDN9E1osvwhirbiezSFK2bcVXXIxu6FA0sj2sEGEjMx5CqJRf7mLe9jwJOoSoh1nlblE6j7p8DKstUVW7goPqrpveTV1/oUh0rgl7nwCKrUdE+gVwbfVAZcv7O6bt0IHYE46L9jD+kJeL77tvUfLzoz0SIdoMCTyEUGFrXjkLdhdQKVXIhaiXWeWMh9YVfHYCwJKqLhE8Z5e630tbxwgklu+fGvY+laSeYIjMdIeis1Ly6ncR6bupEq4aiVYX/q2Om6SiAt/sWfi3t9wii0K0JhJ4CNEAn19heVYxvx0qpWXu/SJEy2FSOeOhcZaqame1qctx2P2buhmUhJTw5kyYzWAuWB7WPgGUzDPD3ucR7iwdSmnLK3BqHjQIU4q6pXXNzufDv2Qxvv8tkbwPIZpIcjyEqIfL62PJ3iIKZNcqIVRRm+OhOIpVtbPYgieCK4qG7WuC72il02uxxoS3YnkC+8LaH4Ci0UF8MkTiqw6tiZIJ34e/3ybSxMcTd9YZ0R5GUMq2bb/nfZwneR9CNJLMeAhRh9JKD/N35EvQIUQIjCqLB1JWELyNRoPFFnwGxeeNxVUZ/Ca9Q9dEdGHeKSkxPwLb0XY9E1RuNxwqd64Ff766oK85xY8ehU7fSr4HzcvD9+03KHl50R6JEK2SBB5C/MXhsip+2pmPw90Ct5oUogUz6tV9pPjsuUHbmBJS0KnIc3CUmlVds2O3BFXt1NLqNMTu+SisfQIoGf3D3icAWgP21yJTXb0pjAP+hjkjPdrDCI3TiW/ObPy7d0d7JEK0Oq3kKwYhmsfOAgfrcuySzyFEIxhV5nj4ioJX+lZbw6PosLqPMVuHWFXt1Eowl6L1q8stUUuxpIDRENY+j/AUx+PNOhyRvhvNZCT+/PPQaKJUs6MpfD78CxdAaSnaE0+M9miEaDUk8BCC6qKA63Ls7CpseUmXQrQWRr26G0hP4YGgbSy2FFV9HdyjLtk3MTm8ieUJ5cvC2h8APc6JTO0OjQ77m5Gprt4UsVdeid4U3oKOzc2/bi1KaSnaQYPQtLQduYRogSTwEO2ex+fnf/uKyC1vefvaC9GaGFXceOk04C8PnmdgTU1Sdc09vwX/vTWYdFis4Z1JSNj7QVj7A1BSOhOJpHJvRTKebVlh77cp9EcdRcxRPaM9jLBQ9uzG5yhHN+x8NGZ1S/+EaK8kx0O0aw6Xl/k78yXoECIM9CqqghtVfupYbMFrbiiKhq2rgtcESc9MCutyHqvVj7F0S9j6A1A6HAfaSCzy1FD63qII9NsEWi3xIy5tnUus6pOXh2/mdyil6raKFqK9ksBDtFsFDhfzd+ZTVuWN9lCEaBMMKgIPA+o2bVBTw8Pvs+IsD77UqmPX8CaWJ3rDX0xO6XJy2PsE8LlTca1pWcXvYi65GGNMG9yOtqwM3/czUfKCb54gRHslgYdol7KKnSzYXYBLKpELETYGFdvp6n3qtqi2pAZfslJRpu7mNTktzInlh2eEtT9Fb4aY8FdVByidGv4Ch02hS08n5vhjoz2MyKmqwjdnDv69e6M9EiFaJAk8RLuzs8DB8v3F+GXrKiHCSq8i8NB51e0EZVVRw6M4V12aYkJS+Nbd6w0aYvZ/Fbb+AMgcFJHaHT5/GlW/bgh7v00RP2okWm0bv/Xw+fAv+AX/lvAuxxOiLWjjv/1C1LQ5t4y1OfZoD0OINklNgT6tK3iVcWNsInpz8I8nNTtamawGzObw7aOSYChAo4S3xo/SoXdY+zui/MvfItJvY5mHnIMpOTHaw2geioJ/2VL8a9dGeyRCtCgSeIh2Qfl9u9xNh8uiPRQh2iyDigKCmsrgv4MWlTU89mwOvmwro3t4E8sT7IvC1heAEt8FVBZeDIVfk4pzdgS2/G0kTUICcWecFu1hNDv/urX4li1FUWSKXQiQwEO0A35FYeWBEnYUBP+mVQjReDoVN/iaipKgbaypNlXX274q+O90hy5hTCzXQMKeyeHrD6D7WRGp3eGYtTP8nTZB/Oir0Onb5w7+ypYt+BcuRPFLTqEQEniINs3nV1i6r5h9xc5oD0WINk+nYlcrf3lB0DYWW/AaHn6fldKi4DvSJafFBG2jVqzVg94ZvPihWgoalAR1szsh9auz4Zi2IOz9NpbxpBOxZHSM9jCiStmzG//8eShe2UVRtG8SeIg2y+vz8+veQnJK1SWzCiGaRs2Mh2LPC9rGqqKGh9OhbkerhMTwJZYnujaGrS8AOp8akdodjp+zw95no5lMxJ83NNqjaBGU7Gx8c+eguKRulGi/JPAQbZLb62fB7kLypDCgEM1GG3wjKnzFh4O2sdiCBxXFecErkcfEmzCZwphYnjMtbH0BKJ1OCGt/AIo+mfIPfgh7v40VN2okepMx2sNoOfLy8M2eheKUWXjRPkngIdqcSo+Pn3flU+RUVy9ACBEeOhXbpHoLg38bb00NXjzw0N7gMwUZ3YMv2VLLaNJgPTg3bP0ppgQwm8LW3xHOpYXQQhKZDUf3xtqje7SH0fIUF1cXGnRI3qFofyTwEG2Kw+Xl5535lEo1ciGalV6rCbp7lAbwFB8M2pfFFnw2Y5+KHa3SOocvsTxBG3zcIek+OOxJ5Yo+gdK3vw9vp42l1RJ/2SVoVGyx3C6Vl1fPfJSXR3skQjQrCTxEm1Fa6eHnXfk43OHdY18IEZzZEHydlVEHmiDfxustsRhjg9+sbltdEbRNUqq6PBA1Eovmh60vAMWWGdb+ACrXV4C3Zfz9i7nsUgzW8L3/bdKR4KNMtnkX7YcEHqJNsFd6+GV3AZUe2a5QiGiwGIMHHgaC/35abB2CtvH7zRQdDj7jEZ8QnsRyjVZD3J5JYekLQLEdDWHeWVbRx2J/7bvwdtpIuowMYo7tF+1htA4OB745syX4EO2GBB6i1Sut9LBgdwEurwQdQkSLWUURPIPfE7SN1Ra8hkelI/gWufHJFowqgiE14ixOdO7g9UfUUrqeHra+jnBt90Fly9hMI/6qkWhV5PuI3zkcMvMh2g35yyBatdKq6pkOCTqEiC6zipt8na8qaBs1NTzsBcFzQMKZWJ7oXBO2vhStAeISw9YfgKKzYJ84M6x9NpZl6LmYEsNYtLG9qKioDj5KS6M9EiEiSgIP0WqVVXlYsEuCDiFaArNeReDhCp6XYbXFB21zOCv4eNI6Be9HrYT9H4etL7oNBE14d51y79fjt0c/SVmblETcaadGexit15Hgw26P9kiEiBgJPESrVF5VvbyqSoIOIVoEk4qlVpqq4EtJrKmxQdtkbQm+ZCtJRS0QNcxmMBcsDUtfAErHY8LWFwBaEyUTZ4W3z0aKu2oUWhUBqGiA01md8yHBh2ijJPAQrY7D5eWX3YWSSC5EC2JSsauVpsIetI3FFry2xVYVO1rFhSmxPIF9YekHQInpAMbwZpW786z4c4vC2mdjGE85GUt68I0BhApHgg/J+RBtkAQeolVxur0s2F1ApadlbBkphKimZsZDcQS/QbakNpy/ofhN5O1vOIk6uUMsehXjUSMxP4yzCT0Ghbd2h9aA/dU5YeywcTRmM/FDh0R7GG2L04lv7hyUiuBBthCtiQQeotWo9PhYsLuQCqnTIUSLY1Rxo+8vzW/weZ3RjDmh4ZmTKmfwHa3SMxODtlFDq9MQu+ejsPQFoCRlhK0vAE9JAt6sw2HtszFirxqJ3miM9jDanvJyfHPnolQF35RBiNZCAg/RKri8fhbuLqTcJRXJhWiJ1Mx4+Esavkm2pKQF7cNeEPwGNzUjPInlCeZStP7KsPSlpA8AbRiTyjU67G+Ft6hhYxj69MHaPTPaw2i77CX4fpiL4g5et0aI1kACD9HieXx+Fu0poLQqeEKpECI6DLrgHyfewpwGn7fYUoP2kXsg+FjClVieUL4sLP0AKF1ODFtfAF5nMp4t4cs/aRSdjvjLLkajCef6MVFLYSG+eT+ieOWLN9H6SeAhWjSv38+vewopdkrQIURLpmaplacwu8HnrbbkoH3s39bwzZdGA7Fx4Vn2k7D3g7D0oxisYAlPMFRNQ+l7v4axv8aJuexSDBZLtIfRPuTm4v/5JxS/bKoiWjcJPESL5VcUlu4rpqBCppiFaOmCzXgYtICn4bXqltTghee2r2k42dbWKR6ditmXYKxWP8bSLU3uB4Dug8OaVO7zpOJavS18HTaCrnNnYvuHeWtg0SAlOxv/ggUSfIhWTQIP0WKtybZzqEyS6oRoDQz6hu+sjSqK5lltDSeOK4qB7J0N/01I75YY9DpqJHh3hKUfACW1Z9j6Aij9aGVY+2uMhFFXoNHKLURzU/btxb9kMYoS3iKUQjQX+ashWqQtuWXsKZJtBIVoLYLOeCjB16dbbA0v23FVBi8umJoeF7SNGom5M8LSj5KY+ft0T3j4/GlULVwXtv4awzLsPIwJwWenRGQoO3fiX7062sMQolEk8BAtzr7iCjYelsJJQrQm+iCBh97XcO0NAGtqw7kZpYXBczcSU5qeS6E3aIjJ+rLJ/QAomQPD0s8R5V9tDGt/odImJxF36slRHYMA5bcN+LeGaSmgEM1IAg/RouSWV7HqQEm0hyGECFGwGQ+t29ng8xqdHnNSwzU88g4EuYZOQ0xMwwUI1UgwFKJRml4vSNFoISH4Tl1q+TWpOGctDVt/jRF31Si0uuBV6kXk+Zctw5+VFe1hCBESCTxEi2Gv9PC/fUX4ZemqEK1OsHxurau8wectyWlogvSxf3vDy7U6dElEG4bE8oTSRU3uA4AuZ4AmfInAjtm7wtZXY5hOOxVLxw5RHYP4E0XBv+AXlLy8aI9ECNUk8BAtgtPt49c9hXh8EnUI0RrptA0nl2ucpQ0+b0kNPjOwc33DsyYdu4Uh70ADCbsnNb0fQMk4Niz9ACg6G47Pfwlbf6HSWK3EDTknatcXdfMb9Ly0+j9kl6kocCNECyCBh4g6j8/Pr3sLcXqavrRBCBEdwXI8FEdRg89bbSkNn6/o2bc5yFa6HZueWB5r8aB3Nv0mTrEkgyk89UQAHAsaLr4YabGjRqI3Nn0ZmwgfT1wMtxu/4+uiX7jnlzspdTUc3AvREkjgIaLKryj8b18R9kopEChEaxZsxkMpK2jweYut4dkKd1UsitLwNRKSm17MLtG9qcl9ANB9UNhqdyj6JMonzQ1PZ41gOOYYrJldo3Z9UZsjJZZR/klsrNoNwIGy/Ty44G7cPql7JVo2CTxEVK06UEJuefDdboQQLZtW0/Bdtr8kt8HnrbaGt8otKzY1+LzeoMMajsTynM+b3AeAkhK+G3XnsmKIVt0GvZ74Sy5EE+S/r2g+uR0sXOqYQK6n5izi+vx1PLP0ySiNSgh1JPAQUbPpcBn7ihtesy2EaB2CzXh4iw82+Lw1teFtcPOzG/646piZGDT4CcZo0mA92PSZBSW1H4Rp4ydFn0DpWzPD01kjxF52GQZL02eSRHhszoDLi8fjVOr+wu7HfXN5d/2bzTwqIdSTwENExd6iCjbnSq0OIdoKbbDAoyC7wecttobzIQ7saHhHq45dmp5YnqBrODhSS+l2alj6Aaja4ARvdPLfdF27ENOvT1SuLf5Co2F+Rhk3F76Boml49mvyxveYtfu75hmXECGSwEM0u8IKF6uzpVaHEG2FSa9tcCmOTgP+igZ+5zVaLCkNTxHsXF/Z4PMpHYNXNQ8msXB+k/tQdCaIiW9yPwCKPpaS16M325Fw5ZVotHKbEG2KXs8HHfbw78KPVJ/zwvJn2FwQ3WKTQtRF/qKIZlXl8bF0X7HU6hCiDbEYGg4ajEE+acxJNrT6+gMXRdGx+7eGd7RKSGraciCNVkPcnjBso5t5NgT5Rlot1w4fVDQccEWKZfj5GBOavkuYaBq/2cSzCcuZVDwnpPM8fg8PLbqPosrCCI1MiMaRwEM0G7+i8L+sItk2V4g2xhwk8DDQ8DIpqy2twec97lj8DfzZMJr1mC36BvsIJs7iROdu+kys0uHoJvcBgM6CfUJ0Zju0KSnEnXxiVK4t/uCJs3KHaSZzy1c06vx8Zz6P/vogXn/Dv39CNCcJPESzWX+wlAKHbPUnRFtjNjT8UaIPssWnJUgNj/KShne0yuie1OTE8kTnmiadD6DEZUCQIEwt1wEDfnvD1d4jJX70KLS6MGXHi0apSI7lauVDfqtsWrX6dXlreW3NK2EalRBNJ4GHaBZZxU52FjiiPQwhRAQEm/HQeRteLmQNUsOjIKfh/juEI7F8/8dN7oPuZ4endofWRMnE78PQUehMZ5yOOS14FXkROXkdrFxaMZEcd8O1b9Satu1Tftg7Oyx9CdFUEniIiCtxull1QJLJhWirggUe2qqGv3SwpDacS5C9s+HlmckdYhp8PhizGcwFS5vUh4IGJTG9SX0c4c634j/ccKX3SNDExBB/zqBmv674w9YMDSOK/0uFUhXWfp9f/gw7i3eEtU8hGkMCDxFRLq+fJfuK8EWr+JUQIuJM+oY/SvL27Wzw+QJXwzMiuzY0fBOWkNi0xPIE9jXpfAA6nQRaf9P70eixv/5D0/tphLirRqIzNL0Io2gEjYafM8r5R+HrQbfLbYwqbyVjF95Lmas07H0LEQoJPETEKIrCsqwiKtySTC5ES5a9eztPXHcRNw/qz2cTn0P5yxcF2bu3c3jqfWRPHE3Jgg9rPF8w8yV++3JC4OdNK5dw25DjmflhdRGzl+66ngkT/nh+Q24F13+zi6+3VH+jn13qYtO+Q/WObe/eInasrT/XwRJrxGRqWj5CYv6sJp0PoHT6W5P7APCUJuLdE556IqEw9O+HpWv4qq0L9RS9jqkd9vFE4dSIXuegI4cnljyMXwlDgCxEI0ngISJm4+Eycsvrrq4qhGgZPG4XL9/7D7r3PY7nP53NwX27+PX7r2o9b+zYk443voqn6AAVm34GoHLvWqr2radg98ZA0PLL159y8xMvsuCbz/lt2SK2r1vJo/+4KtDfvN127jy5I/P22Bm/9CCvrzjM1X+v3kHp55+3kZr6AP/5T/U3/tu2HWbp0kN4PfWP35TibrCGSDBanYbYPerrI9RFMcaBpeHK66potNjf+qnp/YRKryf+ogtpYn6+aAS/2cTziat4t7jpwa8ayw4ulcrmIqok8BARkW2vZGtedHZkEUKot2HpQpyOMq67/9906JLJ6LseZtHML2s9n3TuzRiS0kk8+wYcG3/C73FRPO9tFI2Wjr2ODQQtOXt30rX3MSiKwocvPMpRx5/Ioy+/zTVf72TK+nzKXT66J5lw+/xszK3gpEwbltjqquXvvbeY99+/jvffXwLAVVe9z6JfdgfGkl2ylQ+X38/a7OrApNh5GLun/oroB3Nzgr7+BHMpWn8Ta2V0HxyW2h1eZwqezXub3E+oYi8fgcFibvbrtneeOCt3mb5ndtmyZr3ulE2TWXRgQbNeU4gjJPAQYVda5WHF/uJoD0MIocKBndvodewATJbqPImuR/Xl4N6dtZ7XGqpvTA1p3fEUHqB02Rf4XRXgddHrlEGkde7G6LseprSokLLiIirKS3GUlbJv6yYSzXpeHtaN7DIXDo+PggoPZS4ffWxWVmSXkpR0H2PHfk1xcQXHH98ZgJkzN7BvXyF3/vOGwFi25i5m8FHXs/XwYuZve58FO6Zy/jkXALBqwzKGXXcmU6e/D8C+7D1s3vFb0NefUN70mz4ltXuT+wANpZOXhKGf0Oi6dSOmb5hqjwjVqrfLncK6yobznyJBQeGp/z1OVmkYcpuECJEEHiKsPD4/S/YW4ZXS5EK0CpUV5aRldAn8rNFo0Gp1OMrs9T6vKFC26js0Rgu62BRWfvUOEx+8hS69+uD1uHjm5itxOSvQ6w243VUUltiZ+lsB1x1rw+X18+SCbAxaDRtyK8hITWT16kfZuvUwJSVO8vPL8fsVbr75E/7974spy/sjcbzK4yQlpjNev4cc+3a6JvcjxRYLwDc/fsWj//c0386bDsCCpfMZcsZ5FBTls3HbeiqcdVc+T9j7AQD7GrnxnpJ8FDRQdV0tnzcV14otTe4nJBoNCVdejkYrtwLNKb+DlRHO18hx50dtDBUeB2MX3ovT44zaGET7JH9tRFitzrZT7pIqqUK0FjqdHr3RWOOYwWTCXVVZ7/MofnSWeCxHnYa5+9+47vkpbFu7gs0rl2A0WRg2+u/EJSbTZ8CpmMwWLFofm/MqsFf5sFd50WkgwaTDj8K6vbmcfvpLPPnkhVRUuDj77Jex2WKpqvLQsWM8s79bG0hm12n1fLPhJao8DrolH8uJR52D0VhdsbzMUUrv7tXf3FdWOdHr9Xw1+zPG3HUpL779NBf/4xzWbV4N/DE78tl372Es3cK2AlgRfFVWnZTMMxp34l+UfbwqLP2Ewjr8fIzxDW9lLMJre4aOy4r/S7k/+jf8+0r38vzycdEehmhnJPAQYZNV7GR/SfT/mAoh1ItJSKS8pObSyKqKCvQGY73PK143pq790eqNaHR64uLi6Ni1OwUHszGYTJQWF5FoS8Pv9xEbn0CiWU+CWU++04PPDwkWPTargW4JJs4a0IvS0kp++mk7BQUO1q17gk2bDtK5cxLjxs3mjS/GM3frWzjdZdgr86n0lqHV6nB5nejiqwJBidUSQ7G9GFCYv/gHjul9HJ98+yFfvjWLz9/4jutG3MR7n70B/DE78s2caQB8vRWuPCb0907R6iEuOfQT/8KvpFH5y9om9xMKrc1G7MknNus12zWNhoUZFdxY+GpEtsttrHn7fmDOnuZJbBcCJPAQYeJweVmTLUUChWhteh5zPLs2rQv8XHAoG4/HRWx8Yp3Pe+15gAJ+P1pLHH5nGTqNQnHeYWzpnaiqqCAuIRmNVovP6yU+MYmMOCOlVT7SrNU1InolmdFqIcao45hjOpGaGsvevQXodFo++2wFFouB55+/jJNO7EnnxGM4aN/B7M2v0TvtFADiTSnotQY+nPsc518/kMqqSs4beAG3PXY9Z540iMP5B0lJTOHxu57Bllxdhfuo7kdT7igD/pgd0foqqHCDQQfGxuzI2/VM0DR9a9Kyrzc1uY9QxV81Cq0ssWoWik7Hxx3282jhh9EeSp3+u/IFDpY3cspPiBDJXx3RZH5FYfn+YjyS1yFEq9NnwKlUOspZPPtrAL6f8jb9TzkLrU6H01FOr+MGUOkox7HpFwBKV0zH1KkvlXtW46tyUJm9mZ+nvorH4ya5QzoejwuTxcKhrD24Kp2UFOSxMqccvwJ9Ui34Fch1uOmWYMKs13C4uJSSEieZmSmYzQZ27cqnT5+OVFS4yezWlRRrBhZjHD1sA9D8/pHVKbEPvdNOZUC/03A4y/l85kecP+gi5n+ylOGDL6FXZm9efv95pn3/MVWuKpyVFXw1+zMGnz4UqJ4dKXUUg6eCLzbDmP6135dD5bAsGxraEVxJ78e+w00ryObXpOL87n9N6iNUpoFnYk6zNes12yu/ycQLSat5u3hmtIdSrwqPgyeXPIrPLzW3RORJ4CGabEtuOYUV7mgPQwjRCDq9nn8+8SIfvvAotw/9Gyt/mcPVdz8CwCOjh7Fx+a/884kXKZ73NtmvX4dzxzKSh92B7bKHKV/1Hf6yAjYsnMUDEz5g/pcf0f+Us4hLTOL2pydQcPggBbmHOVzu4ZGBGZS7fIDCwXI3DrcfRYEF/9uO2+3j1lvPpry8Cru9koyMRBITLezeWUiZqwi3t5K02G5UuKtnVc36GFxeJ7179CYpPpmDuQcAiI2JY8W6JZiMJhLjk0iMT+KTbz7ggr8PYt3m1QwfdAkA5w28gFseup6LjoIsO2Qm1nxPXlkG/d6G22dD54nwa1b18Z/3Qup4+M8SUKypbDtczoqtuU16/x1zdwdvFEaa2FjiB53drNdsr7yxVv5lmcWssqXRHkpQGws28MHG96M9DNEO6KM9ANG6FThcbMkti/YwhBBNcPI5w5nw3WL2bt1I7+NPIj4pBYDX5ywPtMm47T3ch3dj6twXnTUBY2o3uj30Hc6dy7HPeYWJD96K3+/j35Om07nn0dx90elce9+TfPTCI/y9j5kT0mN5e3UuJ3SMYXivJN5fm0dehYd+/TL45pvbcbk8uFxeBgzowttvL+bKK//Ght/2kFtiB0WhY3wv8h1ZAGSmHI/GXEV+0W7KHGWkp3UCwF5mJz42kfKKcrp1qt7iNiEugY6p6ezL3sNHMybx5N3Pcf6gi7j2eDu5i54npwzO/bj6Nc6+GrLLYPwy2HonpMfBs7/CvxfBrzfCe2vh/Yvh/vnwyB2DmTF3Fw9dfVKj33dFl4Lj0xmNPr8x4q4aic4gH/2R5kyK5Ub3FA44mxaYNqcPNr7HaRmnc1zaCdEeimjDZMZDNJrH52f5/mJkgZUQrV9yWjonDT4/EHT8lT7OhrX3aeisCTWOW3ufztOf/8zNT7zIyzMW0rln9c5Sr89ZzqlDL+T+++7hndW53PDNLpYdKOeGE9I4qVMsfkXBatTz0EPDOPPMXrz44jyGDu3Df/87kilTbuDll38i59BhLIZYLux3F0a9mZ626pv8/PIsjj66NyvWL8Xj9XD5+dWV0ef9OovzB11EXEwch/MPcTj/EDN/mhF4/pel86oHrYEuhz/hx91g1oPNWv1YmAVeP0y6pDroADi+I5T8Xl+wuLL6ZwCHOQ2DXovR0JjkkGoVCw81+tzGMBx7LJYuXYI3FE1SkGblssrXOOBpPUEHgE/x8eSSR6nw1L31tBDhIF97iEZbk22nwi1rQoVo71I6pJPZvVudzw382zG8e3EPdhdX0cdmIcFc/bEz+bJe7DBlcPvtnzF27Ax8Pj+//vogAGPHfsPEiVex/MOTqCj9429MkrX6rn/T4YUs/+xrumR05aVHXgskkHu9XpISkhnQ/xRefv8FfD4vrz71Hr0yezNh8n/Q/Z5MHWvxUFp4gGQL2Kvg6N9jrSInXHgUHFPdHQ43vLEKruhb/XOcEfIrQNEa+OLX7Ywe0vjCe4o+ibL3P2j0+SEzGIi/6AI0TS85IhqwM13HTUXj8dH0TQei4aAjh/+ufIGnBz4f7aGINkoCD9EoWcVOsmTrXCEENLw7UnkhKVYDKb/vaPVnwwcfzzXPDWPNmv2ccUZPUlOrpxmysl7A543h54l1/425qN+/uOH/zicx2YLD6cDr9aDXG7j28psAiLHG8NKjr3H7YzeQffgAVksMAGecWJ3bkOjexGeb4Jpjq+t37P89P/yUTn9cY+4uGP11df7H42dVHxvdD86eAjcP78X+vHIyO8aH8C7V5FxRAkrzzRfHXnE5BrOp2a7X7mg0/JpewcOFzRhMRsicPd9zZqezGNZ9eLSHItogWWolQiZb5woh/kyvrf9rdKW0/urMVls8nTolcdllJwSCjiOc5dYGrxkbX11n5Nq7R/C/Nb/Wer5Pz2N4+PZ/8+oHL3H9vVcC8I+rbgcgIWcaHh+kxsDgTNicX/0YnPnH+cN6wg/Xgl4LD/1UfezqYyH/UTPXXnAsx/awcd79Mzjv/hlU/qlo6qFCB8s2H6LcWf+GG4o+nk2vNl9uh75Hd2L69G6267U3ik7Hpx2y20TQccR/VjxDbkXrWiomWgcJPERIZOtcIcRfaRsIPLwl9ecxWFLrDy6KcuuekL/zrPfp3r07en11bsXMyT8z+LShdba94JxLmTn5J36ZtgIAk8mM0aTBenAOD/xecDzOBGtvrX7E/qlAu14LfW2Q64AP1v9xPKHvIOatzsJs1JGSYCElwcLC9dkATPhqHcfe9Cl3TlxA16s+4NcN1bURfl57gA4j3ufFz6orp2+Yn8O6imaaMdZoiL98BBpZYxURisnIS0lreLP422gPJazK3eX8e8mj+JXWuWTsryoqKgLFRkV0SeAhQiJb5woh/krXwD2tr/Bgvc9ZbZZ6nzu0p/6bhIy/7n8bggRd/eMB+HxT9Xa6hU64eFp14KH70ydlobkLyXFm7A4XR3dJ4uguSRSVVbEzu4SXv1jL5qnXs+GD63jgqgGMm1Id8Lw/axPvPjCESbM3o+hjmPbWTC601P/aw8l64QUY42Kb5VrtjTfWyj3WH/iurHnrsDSXdXlr+Ghzyyx6WJ977rmHCRMm1DqekZFBWVnNHTiHDBlCly5d6N+/f4OPxMRE3nrrreZ6CW2e5HgI1Yoq3LJ1rhCiBq0GtLr6v8PyFGbX+5zFVjvv44g9m+qv3GfLaHxuRULhfADKXGDRV1ct/7M+NrhtNnz0G4zoU50DcmGv6ueUhK58vmgXVw89mhVbc9mfVw7AyX074PX5ee/Bc0lPqc4nOa5nKl//uguAkrIqju9ZnbFevMmFwePFaI78DIQ2LZXYE/8W8eu0R86kWP7hmUpWxeFoDyWi3tvwFqemn84xtn7RHkq9cnNzGTx4MHq9nvz8fPR6PZMnT2bAgAGce+65eDweNBoNn3/+OXq9HpfLxY033ojRaGT8+PGMGTOmwf7HjBmDyST5UeEiMx5CFb+isOpAiWydK4SowdzAdrIGLeCte4ZUZ7Jgiq//I2jbKke9zyWmNG62QKPVEL+neh3+ce/AnF212wxIh3cugpKq6h2tAJ74vd6eknkWHp+f1EQrg0/ozJZ9RWzZV8TgEzpzTGYKl5zRAwBHpZs3v93A5WdVRyyxViP5dicK8PFzn3OppeH8lXCJHzWy4cR/0ShFaTFcVvk6We62HXQAeP1exi19Aq/fE+2h1KtDhw5s3ryZzZs3c+edd3LnnXeydetWpk6dSmlpKXa7HSDw73a7Hb/fj8FQ/cXH2LFjSUtLo1evXnTo0IEePXrQo0cPkpOTWbZsGQA6XeO3zRY1yYyHUGVbXjn2qpb7h0cIER2WBgIPo6b+ryqsto71Puf3WSktqqzzOY1WQ2xs6N8+rvp+K/ExlegOFAGQdW/9ba87rvoBoHkaLAZQ0EBCKvdfZQMgzmpk9ftX1zp37op9XP3MD2R2jOex604G4KpzejP4nq+5afAADqzYwej4hFrnhZv57LMwp9oifp32Zle6nhuL/ttqt8ttjL323Uzd9AE3H397tIdSJ41Gw/PPP8+sWbM4dOgQGo2G7777jptuuol7770XgNdff517770Xs9kcOO9IMDF+/HjGjx8PQJ8+ffjxxx/JzMwMtHv99dclRyqM5KsQEVRZlYfNssRKCFGHBmc8lPq/rLDY6r8pdjrqnxFI65KArqGkkgYkOtc26jwAupwG2uBzvsNO7sacly5Dr9Py8HvVa/+vPvdo8mbexcU5pfQ1GBhTWMCYwgIqI5TsqomLJe6sgRHpuz1bklHJ9UUT21XQccSHGyeRVbo32sOo18GDB7n99ts5dOgQBw8eZOjQoeTn53P55ZeTkZFBbm4uvXr1omPHjnzyySfRHm67JoGHaJCiKKzKLkE2sRJC1MVkqP9jROerP0/DYkuq97mSvPon49O7Nn62IGH/R40+V8k4XlU7vU7LwGM78eq/BjH1h62B45bKFBbk5GLSaEjSaknSalnuqmr0eBoSd9VV6AyyoCFcFJ2OzzseZGzh5GgPJWrcfjfPL3u6xe4MpdFoeOqppwIJ4R988AEajYZp06aRk5NDx44d2b17NwcPHqyV0zF9+nSSk5Pp1q0be/bsYeDAgXTq1IkOHTpE6dW0bRJ4iAbtKaqgwCG7WAkh6tbQUiudu/4tY62p9SeIH9pX//Vs6XH1P9kAsxnMBUsbda5iiqvuoAGf/7ydCV+tC/ys12nRHUm61+jZ+/JMErVayvx+eur19NTrKfE37ZvzA15vrWPG44/H0jmjSf2KPygmI+OT1/F68TfRHkrUrc9fx7e7vo72MOqkKAq33HJLINfjqaeewuv1MnfuXObMmUNVVRXLli1j+fLlrFy5ssa5o0aNori4mP3799OzZ08WL17MTTfdxKZNm6L0ato2CTxEvZweHxsOlUZ7GEKIFsykr/9jRFtVXu9zVlv9W7zu21L/lx0JyY1LLE+ggWgmmM6nwe/5KmUVLjxeX60mfbom8/TUFXy7ZDdZuWWMm7qCkYN6UVRaSY+rPmDS5l2MsFiJ12o56PNx0Ocj4S+J34qi8E55OWfl5XJc7iEet5fg/D04WeKq4vjcQ7xZXr3sdZfHwzr3X94no5H4C86X9ehh4o2xcK/1R74pXRztobQYr6+ZSKGzINrDqMVkMvHpp59yzDHH0L9/f954443AjMe0adOorKxk8uTJvPvuuwwaNKjBvrRaLWlpaYHEchFeMhcr6rU2uwSPr2VOqwohWgaTvv4ZD43TXu9zlgZqeGxbVVHncZ1eS0yMsc7ngknMn92o8wCU5E6Bfz/hn58x4a5BjBjYs0abAb3TeOu+ITz49hLsDhdXDurFo9edwqWPzWJ/vh1vbBwpOh2na0xM/D14eM6YWKOPL5xOPqxw8H5yCvFaDXeXFPNoqZ3XkpL5rKKCFxOSeLbMzl1x8cypquTO2JqzP7FXXoHeLNt+hkPl79vl7mvj2+WGyuEp56WVLzD+nInRHkqAz+dj4sSJvPHGG4wbNw6bzcZdd92F1+tFp9Oh0Wjo3LkzH374IWazma+/rjlr069fP0pLSzGbzdjtdoYMGYJWq6WsrIwtW7ZE6VW1XRJ4iDpl253klEZm/bEQou1oKMdDcRTX+5w1te4aHn6/mcJDdeeGdOyW2GCV9PpodRpi90wN+TwA/xt9UTr9kVey94t/1Nv2uvP6cN15fQI/D3vgG0aeNYAVW+dwjbW6vkesVsvc1LrXjn9dWcHtsbH8zVgdXD0QF8//lVS/h3a/n2N+3/7T6fdjAIx/mtnQ9+xJzFG9GvUaRU1FqTFc43iDUl/9Wzq3ZwsP/MyiA78wuOu50R4KAN999x1PPPEEOp0uUMfjnXfeweVy8csvv9CtWzcA8vLyWLVqFcbff7+8vy9VDBZcjBkzBp+v9iynaBxZaiVqcXv9rM22R3sYQohWwNhA8UClrO4lGVqDEVNi3edVOmLq7a9DIxPL482laP11b88bjNLttEadB/DuA0O5oaB2HkZ9Svx+MnR/fB+oRcOR+aQYrYYivw8F+L6ysmYtEI2G+MsvRdOIoEzUtCfdwKWl/5WgI4iXVryAw90y3qMrr7ySbdu2sXnzZu644w4ee+wxtmzZwu7duwNBB4DD4WDKlCl8+GF1NXaPR32JgFDaiobJjIeoZcOhUiq97W+7QCFE6EwNJJf7SupepmJJTqs3D8FeUH81c1vHxiWWJ5Yvb9R5itYAsY2vkt4trRd5K35S3f4Yg4H5VZVcYKlehvaVs4KzTNVJ7ZeYrYwsLOBqawzZPi9d9H8EaNaLL8IYW3/OjFBnWUYV9xe+Ee1htAoFlfm8sXYij57+ZLSHUoPdbie2jt+FiooKMjIymDt3buCYx+Nh7NixPPfccw32mZOTw5lnnhn2sbZXEniIGvLKq9hTVPf6aiGE+CtDAzMevuKDdR632FLrPSc3q/5rJSQ1vLNUveftbeQ2qJlnQRMmEco+WR1S+4fjErihuJArCvNx+BW2eT18nVL9Xo2wWhliNrPL6+Gwz8eYwurZpI/6HkPaCcc1fpACRaflq7QcJhbOiPZQWpVvdk7ngh4XcUKHAdEeSsBrr71W5/GsrCzi42t+iTBnzhwMBgN6vdwKNydZaiUCfH6F1bLESggRAqO+/jtzb/6BOo9bU5PrPWff1rqXNBhMOqzW+mdD6mO1+DGWNi5BVOnQt1HnAfiVNCp/XhPSOV30ehakduClhCQ66XScZTJxqumPZPF4rZZFVVU1aoH8dsJxaHX1zzqJhilGIy8nb2BikQQdoVJQeH7503h8LX8ZUkJCQq1ZVovFIkFHFEjgIQK25JVR7lK/HlkIIYz13PTqNOCvLKvzOYstsd7+tq+uu/ZHemZSo7aJTfDtCPkcACW2Ixgbf1NSNmNzo87TaDTEarUscVXxaFzNnJYSv69GLZCje/WkTCsf443ljbHwQMw8ZpT+Gu2htFr7Svfy4aZJ0R6GaEXkL5YAoMLtZXte/XvuCyFEXfS6uoMBYwOfLlZb3Qnkit/E4ay6d9Pr2KVxieWJuY38Jrv7oEYvs/JrU3F+u6Te58v9fjwNVIB+vbyMiy1WjjXW3Dr4W6fzj1ogWi25MTEkxVjr6UU0pCoxlr9rPmNZReMCRPGHqZsmk11W9+ymEH8lgYcAYMPBUqRkhxAiVMZ6CggaqX/21JJadw2PKmf9O1qldAw9eVpv0BCT9WXI5wEoSemNOg/AMXdPg88PK8jjl6q6A6x9Xi8zK508FF87qd0D1bVAjCZ2x1jZevgwg3r3bvQ426vi1Bgud73JHnfdOUgiNB6/h4lrxkd7GKKVkMVtggKHiwP2xm01KYRo3/T1bOGq97nrDT2strqLANoL6y8OGJ8YemJ5gqEQjRL6/vtK+gDQNu6bGEWXguOTmrMs2Rmda/y8vEP9QU13vZ6t6Z3qfO623wsGJp90IqsuuUgqlDfCvnQjNxS9jKeBwFiEbnH2IlYcXMZpnc6I9lBECyczHu2coiisy7FHexhCiFZKX8+uVjpP3bkaGq0Oc3LdeSG5++u+hslqwGwO/XuyhNJFIZ8DoHQ+sVHnAVQsPNToc1UxGYk//zwJOhpheYaLq4tekaAjQias/i9ev7y3omESeLRz+4qdFFe2/B0phBAtU305HhpX3dtym5NT0dZzzv5tdd+0dOrRiMRyDSTsDj3pVTHEgLX+JV8NnqtPomzy3OANmyB25JXo/7TTlQhO0Wn5qmMu9xW+H+2htGl7S/fw9Y7GLW0U7YcEHu2Yx+dn46HSaA9DCNGK6erZVUlTWfffloZqeOxYW/csSVrn0BPLYy0e9M5GJLx2Hwyaxi2zcq4sAV/kiq/qe/UiplfPiPXfFilGI68mb2RC8fRoD6VdeG/DW9irSqI9DNGCSeDRjm3NK5cK5UKIJqkvx0PjKK7zuNWWUudxRTFwYEfduWbJaaHPQCS6N4V8DoCS2qNx5+njKX3z+0adq4pWS/zll8oSqxD4Yiw8GPMTX5YujPZQ2o1ydznvrH8z2sMQLZgEHu2Uw+VlR75snyuEaBpdPcumlPKCOo9b66nh4aqsf9eqhMYkludMC/kcJakHGBr3sVi1qQrckVu2GnPxRRhjGrcErD2qSozh79rPWVqxMdpDaXe+2zWDPSW7oz0M0UJJ4NFObTgk2+cKIZpOV8838L6SvDqPW1LrDjBKi+rOW4iJN2EyhZZYbjRpsB6cE9I5AErmmSGfA6DoYyh59btGnauGLj2dmBOOi1j/bU1JagyXu95itysn2kNpl3yKj9fWvhLtYYgWSgKPdijf4SJbts8VQoRBfYnivuK6ayRYbXUXvMs/UHc/GT2SQh5Tgi70+gyKRgtxdS8DC8a1C3BE7m9q/Kgr0UqFclX2p5u4tPRlSnwyox9Nyw7+jxWHlkV7GKIFkr9k7YxsnyuECCdtPTMe3sK6v2222Oqe2di/ve4drdI6hZ5YnlA4P+Rz6HJG42p36MzYJ84M/TyVzOecgyk59OCrPVqV4WG01OhoMV5b8wp+RfJIRU0SeLQze4udlMj2uUKIMNBrNWjrSC7XasBnz619gkaDxVZ3DY8d6+re0So5te4ZkvpotBri93wQ0jkASsaxIZ8D4M4x4S+KzO6AmoQE4s48LSJ9tyWKVss36fncXfhutIci/mRXyU5m7Y5cUC5aJwk82hHZPlcIEU4WY91BhLGeTxZTQjI6Q+1ARVH07Ntcd92PuBATy+MsTnTuopDOUSzJYKq/anq9tEZKJkRuJ6v40aPQ6UMvnNgc9hUWRnsIAChGA6/ZNvPfIqkf0RK9u/5NKuspJiraJwk82pGdBQ6qZPtcIUSYmA11Bx4GfHUet9o61Hnc44pFUWoHJPHJFoz1XKM+ic61IbUHoMc50Ihdaj0FsfgOReYG3HjSiVgy0sPS10WvvcZHy4Kvtx/x5psYbr0t8Dh/wkQAftm6jfT7H+ClH34AYNvhw6zcuzcsY2sKn9XCQ7EL+ML+S7SHIupRUJnPp1s/ivYwRAsigUc74fH52Z7viPYwhBBtiKWeoEDvr3s5p6WeGh5lxXXnfWT0SA55TAn7Q7/JUZI7h3wOGj0lr0eoSrnJRPx5Q8PS1ecrVzJ/y1ZVbdftP8D6p/5NwasTKXh1It/8350ATFq8mHeuv47Ji5cA8M3adVwxYEBYxtdYVQkx3KibxhLHhqiOQwT36ZaPKXPJagtRTQKPdmJHvgN3BCvqCiHaH5O+7o8QvbeqzuPW1MQ6j+dn191PakZcSOMxm8FcsDSkc5S0/hDapAoAnrJEvLtD3z1LjbhRI9E3ZunXXxRXVPDQ9K85ukPdM01/llNSgqIo9O/UiUSrlUSrlRhTdUBY7KzguM7VwVmFy4VBp8MYxSVg9tQYrnC/zS5XdtTGINSr8Dj4bOvH0R6GaCEk8GgH3F4/2wtka0EhRHjVt9RK66o7X8Nii6/z+IEddS/NCjWxPIGskNoDKF1OCfkcNFrs70RmeY++d2+sPbqHpa+x06dz2d9O4JQewauxr8nKwqcoZD70MAl3/Ytr359ESUX1f8c4k5n88nIU4MvVq7nq5JPCMr7GONDRxKWlr1DsK4vaGETovtj2ucx6CEACj3Zhe345HqkWKIQIM1M9Vb41VXXfYFhtljqP71xfd/JpXFxoieWJ+bNCaq/oTBBbdzDUEG+lDc9vEajMrNUSf9klaOrYKSxUi7bvYOG27fzniitUtd+Zm8eArl2Zc+89rHj8MbKKinjiu+8AGHXySQwZ/zIXHNuf/UVFZNpsTR5fY6zO8HBV8cu4kZ0ZW5sKj4NPt0iuh5DAo81zef3sKJDcDiFE+Jn0dc94aCpK6jxuSa0dSCiKjt0ba8+QJHeIRV9PYFMXrU5D7L4Qb2y6DwJNqF/KaCj94H8hnqNOzKWXYIwJbZanLlUeD3d++ilvXnst8Za6g72/euiC4cy+5276ZWTQNz2d/1xxBd+sXQfAmFNO4fArr3DNqadybKfODJswgWETJlDpdjd5rKpotXybXsC/ZLvcVu3L7Z9jr7JHexgiyiTwaOO25Zfj9ctshxAi/OrL8VDK6t7O1mqrnRfgccfiq+ML7PTuoRXNizeXofWGtm2nktY7pPYAPl8qrmWbQj4vGF1GBjHH9Q9LX8/PnsOJmZlceFzjapMAJFgtFDocuDyewM/zt2zBbNBji43FFhvLoh07wjLehigGA2/YtvBS0RcRv5aIrApPBZ/JDlftXsvcIFyERZXHxy6Z7RBCRIixnsDDX5Zfu21sInpz7SVE5SVmoPZ6/dT02JDGklgefLvYP1PiO0GIW/UClH22JuRz1Ii/6kq02vB8F/jFqlUUOBzY7rkXAKfbzddr1rB6XxZvXntNneeMfvc97ht2Hqf9ng+yJms/HePjMRkMABQ5HCTFxGB3VtK7Q8ffj9WdyxMuPquZx8w/8at9Q0SvI5rPl9s+59pjbiDRHNoXC6LtkMCjDZPZDiFEJNU34+ErPlTrmMWWVmfbwoN195FkiwlpLAl7J4fUnsyzQ67d4SeNynkzQjtJBcu5QzAlJoatv4UPjcXr+yNh/+GvZ3Bqj+7ccPoZlFVWYjEYMfxlmdyxnTvx4Fdf8cpVoyl0lDNu5kxuHzw48PznK1dx9SmnsHLvXvYXV89ondw9M2xj/itXQgy3KdPY7tgfsWuI5uf0Ovlky1T+deJ90R6KiBJZatVGVXp87CqM7LdRQoj2rb4ZD29hTq1jltS6E5Kzd9Xe0Uqjgdg49dvJWq1+jKVbVLdX0KAkBt9i9q/KZmwO+ZxgNImJxJ5xWlj77JyURKbNFnjEmEykxMZii4tlwDPPMndT7aViDw+/gL7pGVzw6qs88OVX3DZ4EA9fMDzwvNfnIzUujkFHH82Wg4fYcvAQg3qHvlRNjVJbLFd63mF7lQQdbdH07V9gr6o7D0y0fTLj0UZtyyvHJ7MdQogIMujqCTyKagceVlvdSyt2ra9d88PWKR5dPX3XJcEbYq5B51NAG9rfR782Fec34Z/tiL9qFDpdIwqJhODDm24M/Pvu/7xQZxuDXsekv9/ApL/fUOfz9w07D4A4s5lVTzwe9jEekd3RzLWyc1Wb5vQ6+XjLFO4+8f5oD0VEgcx4tEFOj4/dhZLbIYSIrLoCD6MW6soWt9pqFwNUFC071tX+W5WeGdr678Tcb0Jqr2ScEFJ7gIof9oZ8TjDGU07GktEx7P22VmszfIwqHi9BRzswffsXlFQVR3sYIgok8GiDtuaWIWU7hBCRZqhjqZWhnu1pLXXkbHg9MXhctdvbOqpPLNcbNMRkqd/xSDHFg8otZgPn6FIo/3h+SOcEozGbiR86JKx9tlpaLd+nF/J/hW9HeySimVR6K/l485RoD0NEgQQebUylx8eeIsntEEJEnl5XOzvboNT9bbU11VTrmKO07gAgKUV9LYsEQyEape7K53XqPjjk2h0Vv+aG1F6N2FEj0RvV57G0VYrBwNu27bxQNC3aQxHNbPqOLymqLIz2MEQzk8CjjdlZ4EBSO4QQzaGupVZ6b+2cDQCLrfZNduHB2rkNWp2GmBiD6jEklC5S3RZAsWWG1l6fSNn7s0M6JxhDn6OxRnBHqNbCbzHzeNwiPrbPi/ZQRBRUeSulmnk7JIFHG+L1+9ktO1kJIZpJXYGH1l27iJ/eEoMxtvbsSM5uf61jHbokolWbWK6BhN2T1LUFlJSjQB/aHrqVq0vBV3ucjabTEX/pJWi0Ie7l28a4EmK42TCdBY510R6KiKJvdn5NhUfuW9oTCTzakL1FTtzh/IAUQogG1BUfaF3ltY5ZbHVvXbtnY+3ZkY7dElVfP9biQe88oLq90u0M1W0BFH089je/D+mcYGIuuxSDNbQck7amzBbLSM97bK3KivZQRJRVeBx8v+vbaA9DNCMJPNoIRVHYKVXKhRDNSF9H5KFx2msds9pSax1TFA3bV9f+m2ULoWJ5grt2PYr6KFo9xIa2W1bV5iqocod0TkN0nTsT2/+YsPXXGh3saOaS8lco8EodB1Hti22f4VfkS9P2QgKPNuJgaRXlLm+0hyGEaEe0dSwXUsprb5FpqaOGh88bQ2VF7ZuNhCT1swGJB9XvZkW3gSHV7lD0MZRM/E59/yokjLwSjbb9fuyuz/BzZfF4XEr4gjnR+h105PDrgYXRHoZoJu33L2Absz2/9vIGIYSIJH1dgUdpfq1jVlt8rWMVZbUDDL1BR4xVXV1bo0mDNUd90rfSIbSZBvceDTgqQzqnIZbzhmJMrP0+tAsaDbPTi7mj8K1oj0S0UJ9v/TjaQxDNRAKPNqDI6aagQr5BEkI0r7pmPPz2w7WOWVJr1/AoOlw7wOiYmah6RiBBd0hVOwAlJg1M6nfKQmem5JXv1LcPQpucRNxpp4Stv9ZEMeh5J20HzxV9Fu2hiBZsff46thVtifYwRDOQwKMN2CGzHUKIKNBpagcenqKDtY5ZbeZax3L21F5m1bFrguprJxSFUNCv+yAIYRMp90ET/qJS9ScEEXfVKLS62lsHt3V+i5kn4hbzUYlslyuC+3zrJ9EegmgGEni0chVuLwdKwrccQAgh1KprxsNbUHuXKUtq7dmGPRtdtY6prViu0WqI3z1ZVVsAJamT6rZojZRMnKW+fRCmU0/F0rHuXb3aMnd8DLcYv+YXx9poD0W0Ej9lzaPAWXuppmhbJPBo5XYWOJB6gUKI5mbSa9H8ZcZDrwWlquZOVVqDCVN8zY8aRYFtq2rvaBWfqC6xPM7iROcuUtVW6XgC6NT/lfQUxuLLKVDdviEai4W4c88JS1+tSXlKLKO877Olcl+0hyJaEa/fy1fbpYJ9WyeBRyvm8fnZUySFd4QQzc9iqL10yFjHciarrUOtAMXvi6Gi1FfzXLMes0VdYnlipfpv0ZUuJ6lui0ZPyRs/qm8fROxVo9AbQ8gtaQMOdrRwseMV8ry1dzcTIphvdk6nyiurONoyCTxasb1FFXh8Mt8hhGh+ZmPtwMOg1N7S21JHDQ9nee2ZjYzuSWjryBmpS0LWR6raKXoLWNXXBfGUJ+Ldma26fUMMx/TFmtk1LH21Fr9lKFxZ/F/ZLlc0WqmrlNl7wrfUUbQ8Eni0Un5FYYcUDBRCRIlZX/vjQ++vnbdhtSXXOlacW3sWoEMXdYnlZjOYC5aqakv3waBR++WMltJ3FqhsG4ReT/zFF9Wa6WmzNBp+TLdzW+Gb0R6JaAOmbf0ERZEvVdsqCTxaqYOlVVS4fcEbCiFEBJjrWGql89ReImFJrV274uC+2jcVKR3UzUwkkKWqHYCSdpTqtj6XDfeGXarbNyR2xGUYrOoLIbZmil7P+2m7GVckOxKJ8NhflsXSg0uiPQwRIRJ4tFK7C2W2QwgRPXUFHtqq2n+XrLbaAcXeTbVnRuITTaqum5ivbhmGktAN9GpnHDTYP/yfyrYN03XtQswxfcLSV0vnt5j5d8JSPiyZG+2hiDZGttZtuyTwaIUcLi+55bU/uIUQormY6lhqpam01zpmsdX+5n/rX3a0ssQaMZmCJ5ZrdRpi96nM7+g+UHXtDp8vFdf/NqlrHETClVeoLoLYmrnjY7jVOIOfyldFeyiiDVp9eCU5ZeHJtxItS9v/69gGyU5WQohoM9Ux46E4au9kZP1LDQ+/z0JpQc0k9IzuSaryIeLNZWi9zqDtFI0W4msntden7PPw1JqwnD8MY0LtpWVtTXlKLFf5JrG5cm+0hyLaKAWF73d/G+1hiAiQwKOV8SsK+yTwEEJEmVFXO1BQygpr/KzR6TEn1ZzJcDpiap2nNrE8sXyZusF1Pg206pJT/aRR+WPTv7XXpqQQd0oIW/e2Uoc7WLjUMYFcj7o6KkI01pw93+NX/NEehggzCTxamUOlVVR65RdRCBFdRn3tGQ+/PbfGz5bkNDR/+ZQpyau9o1Vyau1gpC4Je9VVK1c6HaeqHUD5t1tVt21I/OhRaHW135O2ZFMGXFE8nkpFlvqKyMtz5rHy0PJoD0OEmQQercxume0QQrQAdeV4+IoP1fjZklp7udPhrNozEfEJwRPLrVY/xtItQdsp5iQwmYO2A/BrU6n4+ldVbRtiOv00zGnql3a1OhoN8zJKuaXwDRTV2xML0XSy3KrtUVcmVrQIFW4vuWVV0R6GEEJgqCPw8BYcqPFzXTU89m2pWVwuNtGMUUVieYJ3h7qB9RikunZHxbx96vpsgMZqJf6cwU3up6VS9Ho+tO1kUuGcaA9FtEO/HljI/7d332FyneX5x+/Tprfdndmmreq923JvuIJxwQWDDcYY2xBMCfwcnMQECBCKSWgJCc0xIRgTQsfGJiR0m2Jwb3KXZBVrpe1tdmbO74+VV1ptlbSz58zs93Ndvrwzc2bmWVuaM/d53+d9Owc7lQxObzom/I8RjxLy3N4+ca0JgB841ujTh2lI+a7do+4Lp1NjnvfY70eP2ta3Vkzr/VI7vzut49zK5ukdZ1Wp+9a7p3XsZOKXXiwrMHb6WDkohIL6UOoefXkvoQPeyBayuutZ/vyVE4JHiXBpKgfgI4GDRjwC45xNDt7Do1AIqW376BGP6oapV4GyHUPR52+f8jg3s2za4/i9v9o59UFTcFauULh5ekGn1AzFo3pb8Ae6q+v3XpeCOe6HT3/f6xIwgwgeJWJ3T1Y97FQOwCecg1a1cjT28ymciYy6PdA7tol8Oo3lCadNhjv155/bdMyUx0iSa6fU9cUfT+vYCdm2Eq96paaxCnDJ6amM6bWFr+jB/pnZyR04Ek/ufVxP7n3C6zIwQwgeJeLZvYx2APAP+6CpVk4hO+aYSDow6nb7S2OnJMUSUzeWpzqnbgB3rYAUm9488P77uqT8ka0OGHvNBXLC02tiLyU7ayI6v/fT2j7UNvXBwCz54VM0mZcLgkcJGMoXtLWj3+syAGCEY46+1G8NHbTwhWEqXDV6edmdz48+JJWJKjDORoSjX0dKPv2lqQtqPnFaTeWuHVfH538w9etNwmpuVnTpkiN6DT96tM7QhXs/qV6XRUzgL3c9d6eG8kNel4EZQPAoAVs7+pUr0FYOwD+sg6ZamdmeUbdDFWmZ9uhjnn9s9BeH6TSWx8JDsvu2THmcW7tsymMkafDRrDQwdnTmUCQvulCGWUanT8PQ/9R36+o9n2O5XPhS52CHfrn1/7wuAzOgjD45y9ezNJUD8Jkxq1r1d426HU6P3dfi8T/1jbqdqY9P+T7J7CNTHuPG6qSpRk4kuVZU7Z/+/pTHTSZy9tkKJKauu1S4tq1bqp/V+9tu9boUYFLs6VEeCB4+15vNaXfvkV2dA4CZZh001crtbR91O5JOj368ENCOZ0dP4alIT91Ynnrxm1MX03qSNI0m7+yzhtzuvqkPnICZTit29IbDfr7fFEJBfTh5r77UfoSN9sAs+N32e7Wr98hXo4O3CB4+R28HAD+yDp5q1L1n1M1IenSj90D/6KV1JSmWCIy570BOwFBk29Rfit2KuimPkRVS+6ePrLcj8dpLZJbJFKuheERvD/5Ad3b/zutSgGkpuAX95FlCcqkrj0/QMkbwAOBHB494FDpGX4kMZ0ZPR+rcPTpkpOvjY1bGOljK3j5lHW79Rsmcui8h+2JQhd0dUx43keDxxymUSU99YAnorYzpde4tup/lclFifvr8kW/6CW8RPHysL5tTG9OsAPiQeVDwyLfvGHU7kh69h8fOLaOPr2uZurE8ueenUx7jNqyf8hiZjto/c/i7HxuxmBKnnHTYz/eTXTURndf7aW3L7p76YMBnNu99Qlu6XvC6DBwBgoePMdoBwK8OHqzItW0ddTucHr0/x8ErWqXrJm/QNkxDiae/MukxbiAmhSOTHiNJQ3sSym/dNeVxE4lfcrEsZ+weJKXmsTpTF7BcLkrcz56f+oIE/Ivg4WMEDwB+ZBoa1etgSBpqe3HUMeG0Per2kwetaFVRFZ70PeLhPlnZPZMeo9aTp967w7DU8bm7Jj9mEs6qVQo3NR72833BMPS/9d16857PslwuSt7PmG5V0ggePtU3lGc1KwC+FDpo6VrHlAw3P3I7kKiQHdw/tcp1HW15cv+FFMM0FI1N3lie6v/TlHW46QVTHpPrqdTQ5qn3ARmX4yjxyrNlTGPFLL9ybUu31jynv51jy+UO7ub8Wa42tz/JdKsSZk99CLywjdEOAD4VPih4BIyCDryOHknXjHp8cCAmqWPkdnVjUtYUjeXJ57826eNuxQLJmSoRmOr4t8PfdCz2mgvlhEOH/XyvFUJB/UPsHv147z1elzKhbf+1UwMvDmrhXzZPeezTn35BnQ92j9yOL49q8V+1quvRHj33b1tVfVZadedm1L99QP1bBhTMTB5uUbr+5/m7dfXqa70uA4eB4OFTW9oPf615ACimMSMehSEdeH05nK4a9XjXntFfAOuaU5O/fkgK7f7tpMe4LcdNWWc+m1b2z5unPG48dmuLoksXH9Zz/WAoHtG7zO/pz12H9/vPhv5tA9r9f3u1/O+nHrmSpL4X+rX8IwvlVAz32xj2cPDc/fO9anrTPG375g7VnZtRxx+7VPOq8liBDOO758VfEzxKFMHDh/qH8qxmBcC3Qs7o0QorPzjqdiSTGnV715bRx6drx+7pcaCknp/0cdewpHhaUmGSowx13DJ5eJn4qYYSr7lQRonOseqrjOmN2a9qW/9LXpcyIdd19cKt21VzZpWC1cEpj8/uHZLrSuGGsSNQ+d68Io3D9+cHCzIsQ6bNTPJykwqmtKF2rRan65WJOOodalfUmXp1PPgLwcOHtnb0i/Y/AH518IiHlR09Qnvw5oFbnsiNup2qnLyxPPnSFJuENR0nmZOFDimfz2jw1/89+etMIHLO2QrEJw9HfvVSdUSXd31W3QV/j5q3/bJd/Vv6lT65Qh0PdCm5Mj4ygjGe3uf6pYKrh/7yCeV780quTajpynrZUUtmyNRQV05ypfbfdahiU3LC10FpqQqntbF2jRZV1aoyYh5wMcDVzr6ntSB5lKf14dARPHxoa4e/TxgA5rbgQVeTjYGuUbfD6dHB4sAVrSzbVCQ68dx70zIUf+7WSd/frVs1ZY3d37x/ymPGff/qjGIbp7E3iA89UWfpqrZP+n7lqvxAXtu/s0vBmqCG9g5p7z0d2vmj3Vr8vlaZgfFHKgZ3DCrSElbDZbWSIb3wlRf14n/vUvOV9arclNTmjz2n9MkVGmwbUprejpJWE6nRhro1WlhZrVTYnHBxh519TxE8ShDBw2f6h/La3cM0KwD+FTxoxMPo7Rh1O5zZPx3GdW09+0ivhhfdlWqbU2M2HzxQItQlMzfxxRc3XCUFJ99To6Bq9f3kO5MeM+H7X3rJqKWCS4Jh6Bd1Pbqx7ZaX/zP7WsefulQYLGjx+1pkx2zVnuvqsZue1p57OpQ5pXLc59Sem1HtuZmR2/MurdWz/7JlOHgck1JydVz92wc1tHdImz/xnCRp4V82Txhk4C/zYvO0oW6VFlRklAhP7w/x3sHtGsz3KmhFi1wdZhLBw2e2Mc0KgM8dPOLh9ozebyOS3h8MhgZjct3Okdu1TalJXzvVfe/kbz7/lCm/XHd///HJD5hA6MQTFDqoMd7vXMvSf2ae17+0fd/rUqYtu3dI0QUR2bHhryCGZSjcGFT2EJbAtSKmct15FYYKMh1TVsRS18PdirSEZceHg3H3471Krpl8o0p4pznRrPW1KzW/olKx0OEkZlc7+55Rc3z1jNeG4iF4+AybBgLwu4ODR6FzfxOzE4nLiez/EtG1d3TjcFXt5Fcnk899ddLH3cpGaZLLMwUzrd5vH/pohxGPKX7yiYf8PC+5wYA+nvidfrD3MJvoPRKodFTIju7RybYNKb504r6aZ/55i2rOTiu2cHin+r7n+mUnbZn7FjrI9eRkRS3l+/IK1QZH7oO/LEwt0Nra5WqtqFBkBmbE7ex7iuBRYggePpLLF7S7d3DqAwHAQwF79FSrQsfOkZ/DmdF7eLy0bXRISVZM3FgeiRQU6Hh4wsfdmlWSNfmYcO9PD29jsfgll8iyS+eUmItF9Jf2D/XHzsMb3fFSck1cW/9zh3b/314l18bV8acu9W0ZUOuqmPL9eZmOOabRPNwY0rZv7lDj6+s01J3Ti999SdWn7Z+WtffeTlUek1LvM30a3DMkSYrMn3wRAxSfIUNLqpZoTfUSNVckFZ58luQha+t/QblCVrZJX0+pKJ1P2TlgV8+gCsyzAuBzzkGb/+X2bBv5OZIevX/C1if3X3V2gpYikYm/eSRzT076vm7jpskftyvVfet3Jz1mPIE1axRunHfIz/NKX0VMb8r+u7b07Zz6YB+yY7YWvrdF227fqa2375CTtDX/bY0KZgJ6+L1PqvH1dUptSIx6Tt2rMsq2ZbX55uflJGxlTqsc1fPh5lw5CVvxpVHt+P7wCFz8DXWz+nthmGmYWp5ertWZRWpKJRR0ivfFpqC8Xup/TvXRJUV7D8wsgoeP7Oga8LoEAJjSwVOtci/tH2UIp0evq7/5/v3TR+taKibdGyO183sTPubaISka02TTrHp//ZLkHuKXnEBAiXPOKpk9O3ZXR/T6rs+pu9DrdSlHJLYwoqU3zR9z/6p/HP8LpGEbarm6QS1Xj/96NecMB14rbGnZhxbOWJ2YHsuwtbp6pVZWL1BDIqrAyLfL4l9N3dn3FMGjhBA8fGRnN9OsAPifY+3/km6bkpvdHy4i6f1Xql3X0lMP7v+CXNs08f4KtmMo+vw3J37TlpOkSZaJde2Uuv7136cqfYzYay6UHZp6Azs/2Fxn66o9Nys/6caJwOxwTEdrqldrZfV81ScicqaYBlksu/tfkOu6JXPxYK4jePhEz2BO3YM0wgHwP/uAqVaBg8JAOLO/eTyXjSo/1D1yu6p64ubhhNMmw81P+Lhbs3jSmvr/1C3lD+0LuT1/vqKLFx3SczxhGPplXa/e1zZ54z1QbEErpPU1a7Q806zaeFj2SNjwbp54ttCn7qE2JQKZqQ+G5wgePrGzm2lWAEpD4ICpVo6b04GXTCLp/aMH3R0hSfuDR6IipImkOn854WNuokE6qKF91ON2XB2fn2S0ZDyGocRrzpcxyZ4ifuBalm7LbNHn2w69dwWYCRE7ovW1a7Us3aSaeED7rzv4pym1rf8FgkeJIHj4BP0dAEqFfcCXdTs/OCp4hNP7V5fZvW1/WAhFHYVCE5xyDCn59JcmfsPWEyfdu2PwsSGp/9CmqkbOfZUCsYlHYPzADQb0ifgf9P29v/a6FMwx8UBcG2rXamm6UemoLcvn+zC2DWzR/ORGr8vANBA8fKDgutrVQ38HgNJw4KpW1tD+/g4rGFYwsf+xrU/tnzpV3zpxY3ksPCS7b8u4j7ky5CZrpQn6GlwrovbPHNpogFlTo9haf6/9n4tF9B7nR/pD12Nel4I5IhVMaWPdWi2urFdV1Jbp87BxoD0D2+S6BRlGCRU9RxE8fGBPb1ZDef8MWQLAZKwDmsvNwf1TqcLp0Xt4PP3g/pHcmoaJG8uT2UcmfrOGoyVz4t6N7HOW3M5DW+EpeenFMq2Jp255rb8ipquGbtXzvTu8LgVlriqc1sa6NVpUWafKiFGyDdo5d1Ad2Z2qCNZ7XQqmQPDwgR30dwAoIdaBl0L7Okd+jKQP2FfBNfTEfT0jtyuqJ96xPPXixP0Z7ry1kxQSUvunfzh5sQcJnXySglWVUx/okT3VUV1WBsvlwr9qIjXaWLdGCyprlAqrZMPGwdr6txA8SgDBwwd20t8BoITYB4x4qGfvyI8H7uGRH4ppaHB/8Eimxm8sdwKGItt+PO5jbjAphSZuSM9uD6nw0t4JHz+YEY8rfuLx0z5+tj1d5+jKPZ9kuVzMuHmxedpQu0oLKjNKhMsjaBysbWCLFukYr8vAFAgeHhvMFbS3b8jrMgBg2kY1mnbtHvkxktk/naqnMyxpOHhEk0EFg+OfblL29onfqPXkiZvKTUftn71jmhUPS7z2Ulm2P097v6nv1/9r+7zXZaCMtCRbtL52hVpTVYpNnN/Lxt7BF5V3c7IMf/4dxzD+73hsV/eAjxakA4CpWQc0cOY7do78HE7vn07Vtn1/D0V96+jdzA+U3PPTCR9z0y0TPja0N6H8CzsnfPxggfXrFJpXN+3jZ4trmbo9s1WfZblczICFFQu1tmaZWlIVipbGvpgzpuDm1D6wXelwk9elYBIED4+xjC6AUmMeMNUqv+fFkZ8j6fDIz9ue3j9dqHqCxnLDNJR4+ivjPuaml0j2BMMdhqWOz989/YKDASXOOsN3c9ndQECfSt6n7+ydeA8TYDKGDC2tWqo1NUvUnEoo5HhdkbfaBrYQPHyO4OGxnd0sowugtJgHfIEfats68nMks/9bz4ErWlWmI+O+TjzcJyu7Z9zH3KZjJ3z/XE+lhp54Ydr1xi66SHbQX5d/c9Gw/p9zh37X+ajXpaDEmIapFenlWl29SI3JhIIO8yZe1jYw/rLc8A+Ch4f6snn1DeWnPhAAfMKxDJn7NhA0DanQPRwcTNtRMDU8Bct1DT3xx/2N5fEJGstT/X8a937XtKV4SuPvjGyq899+Pu167YULFF20YNrHz4b+ipjePHSrnutjuVxMj2XYWl29UqsyCzUvGVFg5NsboeNAHYM7lCtkZZuBqQ+GJwgeHmrrZbQDQGkJOft7N4IHNJmHq2pGpjLl81H19w4vB5usiijgjL9nRvL5r43/Js0nSsb4X6jy2bQG//zk9Io1TSUuPN9XU6z2ZqJ6Xc/n1ZnvmfpgzGmO6WhtzRqtyLSqPhHWBH+NcABXBe0Z2KaayHyvS8EECB4eauvNel0CABySA4OHo7xeHrMNH7CHR19nWNJw8KiboLE8FJJCu3877mNu7bIJ3t1Q57/fM+1ao69+lQLRifcPmW3P1jm6cs+nNKSc16XAp4JWSOtr12h5ukW18aBswsYh2zOwheDhYwQPDxE8AJSa8AHBw85nR4JHJLN/U749O/afWqrnxcd9naSeH/d+N1otBcbvkM0XMhr41X9Pq06rtlbRNaundexsuKd+UO9huVyMI+JEtaFmjZamm1QTD8oymT51JHYPTL//C7OP4OGRfMFVez/BA0BpCdr751dZuf6Rn8Pp/StXbXt2/4pWqQkay5O7x980UK2nTLh3R/ftD0y3TCUuvVjmgTuse8S1TH07s13/1PZtr0uBj8QDcW2oXaul6UZlorb2/1EldBypruxuZfP9CljhqQ/GrCN4eKS9P6sCny8ASkw4sH/EwxrsHfk5ko6N/PzsQ/v71xLxsY3lpmUo/uyt476+W1mv8b58FYyM+u74zrRqDJ16ioKVE+8dMlvcQED/lPyTvr33F16XAh9IBSu0sW6tFlfVqSpyYNjAzHK1Z2Cr6qKLvS4E4yB4eIRpVgBKUeCAEQ/1d478GM4MX110XemxPww3TlfWxmQ7Y79dJUJdMnN9Y+5369ZJE0wz6f7B5mnVZySTih8/8VK8syUfDeuGwJ26p/MRr0uBh9LhtDbUrdHiqjpVhA1fLXRQztoHtxM8fIrg4RGCB4BSFDyg29XobR/5OZIeXr6ykI+qp2M4VNS1jD/qkOq5d9z73YYN495fsNLq/db0RjsSr71Elu3tqW0gFdXVua/rmd4Xpz4YZac2WqsNtau1sKpayRBhwwud2V1el4AJEDw8wlK6AErRgT0ehe7dkiTDtBSqHA4kfd0RScPBo7p+gsbyZ7865j7XiUiR8Veg6v2f6W0KFtiwXuH6umkdWyztmahe3/Mvas93e1oHZldDvEHra1dpQWVaiRBBw2ud2Ze8LgETIHh4oDebU/9QYeoDAcBnDpxq5XYMn9xDlRmZ1vCXrb279p9WUlVjG8sj4YICHQ+PfeHWk8dtKnftSnXf8t2pCwsGlTjzjKmPK6Ln6gJ6I8vlzhmtyVatq12u1opKxYKEDT8ZKgyob6hTESc59cGYVQQPDzDNCkCpOnDEI9++XdLoPTy271vRyjCkWHzs7sHJwvi9Gm5m4bj39/5m93DjyBTiF18kO+jdbsW/q8/q3SyXW/YWVSzS2pqlaqmoUITNsX2tM7uL4OFDBA8PEDwAlKoDRzxyu7dKkiLpqpH7nn1k+PMtMy8pyxrbWJ7aMXb0wk21SPbYY107qa5/nWB38wPYixcrstCbDcNc09R/12zXP7JcblkyZGhZ1VKtrlmi5lRCofG3mIEPdWZ30WDuQwQPD9DfAaBUOfvChCFpaO+LMiRF0qmRxx//w/ASu7XNqTHPtR1D0ee/OeZ+t+XEcadZ9d/fK+XyYx84kGkqcf6rPWngdQOOPpN8QN/a83+z/t4oHtMwtSK9QqurF6oxFVeQb0oliQZzf+Kv0yzLFVx19A95XQYAHJaXRzwClmTsmwIVzgw3kRfyYbW/NCBJytTHxjw3Edgjwx0dJFzDlBJVOnjvDteOqeOzt09ZT/S8VysQHX+TwmLKR8O6MXC3ft354Ky/N2aeZdhaXb1Sq6oXal4iqoDNRlulrnOQ4OFHBI9Z1sHGgQBKmL1vxMNRYSQqhNPDe3j09UQkDQeP8RrLUx2/GPuCjceOu3fH4OM5qX/y0WGrvk7R1SunXftMGUhFdU3+G3qqd+usvzdmTsAMaG3Naq3IzFddIiRnZKVoTtLlYLDQp4Fcj0L22Isg8A7BY5Yx2gGglNn7Vq9yCkN6uVstkg5KktpfGu62NS1D0chBk+ENKfnMl8e8nlu/aux9VkTtn556JavEJRfLnOXtnzsyUb2+5wvam++a1ffFzAhZIa2rXaMVmRbVxII6YFsalKHO7C6Ch88QPGYZwQNAKQvsG/Gw8sMjGzIMhdPD3952PDd8pbimKSXzoMbyWHhIdu8Lo+5zQxVSMDjmPbLPW3I7eyetI3zaaQpWpA7nVzhsL9QF9YY9/6is+BwvJREnqo21a7U03aTqWEDWOCNsKE+d2V2qiSzwugwcgOAxyzoHWN8dQOl6eaUqa3A4GASTlbKc4VGQ5x4d/kJe2zR2Cctk9pGxLzb/lLFN5WZQ7Z/50aQ1GKmUYscfc2iFH6E/1A/pnSyXWzLigcS+sNGgdNTW/oExQsdcQoO5/xA8ZlnnAFfKAJSul1e9NQaGpxpF0tUjjz3+xx5JUrpu7I7lqRfHWc2qqmnMfdmdYRV27pm0hsRrL5Flzc4cGdc09b2anfpk27dm5f1w+CpCFdpYu1aLq+pVGbE0y7Pw4EOdg+xg7jcEj1k0MJTXYI4dywGUrpeby42+DklSOJ2WJBUKQe3eNtz1kaoMj3qOEzAU2fbjUfe5mRXSwdnBdNTx2Tsnff/AURsVrqs9zOoPjes4+lzFQ/rmnp/Nyvvh0KXDaW2sW6tFlbWqiBieLKsM/+rPdymb71fACk99MGYFwWMWdTDaAaDEmebwFzu3e3hUIpJJSZIGeqOSsrIdS5Hw6FNLyt4+5nXcpqPH3DfUnlTu+R0TvrcRCilxxisOs/JDk4+EdWPop/p1xwOz8n6YvtponTbWrdaCymolQyJsYFKd2V3KhFu8LgP7EDxmUSeN5QBKnL0veBQ6h6cwhNPD06o6dg+vaFXXkpJx0ByX5J7/GXXbtQJSNKlR8+0NSx2fv3vS945dfJHsQOBIyp+WwWRU1xZu05M9W4r+Xpiexnij1teu1ILKjOIhr6tBKSF4+AvBYxbRWA6g1L084lFoHx6ZiKSH9+vY8fzw4zUHNZYbpqHE0wcto9ty0pi9O3K9lRp6/PkJ39dZukSR+a2HX/g0daZjurzvC2rLdRb9vTC5+cn5Wlu7XK0VlYqNXfwMmBb6PPyF4DGLaCwHUOqsfdNacm3bJEnhzPDl5+cfG/58S9eOXjM/Hu6TlR3dLO7WLDnoVQ11fvEXk7yppcR5r5ZhFndKzdbakC7f+ymWy/XQ4opFWlO7TC2plCLFH9zCHMDKVv5C8JhFBA8Ape7lEY+htuFduyPp4dPI4/f1SZKSFaObOJP9fx51243XS87oU08+m9HgfU9M+J7R88+TEyluc+h99Tld33ZzUd8DYxkytKxqqdbULFFjKqmww3K3mFm9uXblC0OyTGfqg1F0BI9Z0pvNaSjPByqA0hW0TRmGIceUNDQgJ5aUHTLkugHteHZAgZCtUOigxvIX/mP0i7SePGbvjs6v/W7C97TmzVN05fIZ+g3GYZr6Qc1L+ljb2OV+URyWYWlFerlWVS9SYyqm4MgfGc6RKI6+XKfigbTXZUAEj1lDYzmAUhcODK9/GzCGvyBG0jWSpIG+qKQO1c+vGLXCUCgkhV769ajXcFM1OvALZr5QrYFffGfC90xecpHMIm3I4DqO/qXiYf3nQc3vmHm2aWt1ZpVWVi9QQyIqxyZkYPYQPPyD4DFLaCwHUOpCznDwcNychiSFM8Mn8s624c7fmobRjeVJPT/qtjvvqDFN5d3fenDC9wuffroCqbG7oM+EfCSkvw39TL/ouL8orw8pYAa0tmaNVmRaVZ8Iy7Ze/n9P6MDs6s11eF0C9iF4zBL28ABQ6kL7ti2384MakhRJpyRJu7YMj3JU1YxuLE/uPmjTwHnrRt0uGNXq+/H4ox1mZYXix47d62MmDCajus79pp7oeaEorz+XhayQ1teu1fJMs2pjQe3fYJ6wAe/0DbFKnV8QPGZJF8EDQIl7ecTDzA43kkfSCUnSC48Pf74lUvvXPDUtQ/Fnbx257QbiUnh0g3jPj56c8L3il14q0zp4a/Mj15mO6oq+L2p3rn3GX3uuijpRbahdq6XpRlXHgrJMQgb8pY8RD98geMySnsG81yUAwBEJvhw8BrslSeF0VJL0xH19CscCCoX2rxqTCHXJzPXtf/L8U0Y1lbtWWj3fHH+0I7hpk8K11TNbvKRttSFd3v5PGnSzM/7ac00ikNgXNhqUjtra34ZD6ID/9LEvj28QPGZBLl9QNl/wugwAOCIvT7Uy+oZP4pFMUK7r6IUn+rVwde2oY1M994667VaN3vyv52dbx30PIxxW/BWnzlTJI/5cn9dfsFzuEakIVWhj3TotrqxTZdRSkbdVAWYMwcM/CB6zoDfLaAeA0vfyiIfbM7whYDjtaHAgJqlD1Q2JUccmn/3qyM9u5ULJ2f8t1bUr1P3V7477HrFLLpYdmMH19k1TP6rZrY+23TZzrzmHZMIZbahbo0WVtaqImDIIGyhBeXdIA7kehezY1AejqAges6B3iOABoPQFrOFvnW7XbtnhqAIxUy9tG+7rqMxER46LhAsKdDw8ctttPm7U6/Tds0dyx07JcZYvU6S1ecbqdR1b/1rxmP5jz90z9ppzQV20ThvrVmtBZUaJkDFqiWSgVPXlOgkePkDwmAV9WZbSBVD6Xh7xKHTsVHjfHh4vbR3+UppI7m8sTxY2j/zsGpaUqNTLc/9dO6nOf/na2Be3bSXOfdWMfckthEN6f/j/9L8df5qR1yt3jYkmbahZqfmVacVDXlcDzLy+XIcqNc/rMuY8gscsYKoVgHIQsIZ7PPJ7tyueHt7DY8sTOcUrwgrs335aqR0HTKNqOl4y9o9uDNzfK+XGfiZGzz9PTiQ85v7DkU1G9Vb3dj3W8/yMvF65mp9s1braFWqtqFQ0OPXxQCmjz8MfCB6zoJcRDwBlwNnXXD700haFF26SJD35537Vt1aMHGM7hqLPf3Pktlu/cv/Pdkztn/+vMa9rNTYqtmLZjNTYlY7pDX1f1K7c3hl5vXKzuHKx1tYsU3MqqUjA62qA2dM71OF1CRDBY1Yw4gGgHAQsU5YhFXrbFUkn5Lq2nn2kV8e/snHkmERgjwx3+DPPjaSlAxrFB5/IS739Y143efFrZOxfj/WwvVgb0uvb/5Hlcg9gyNCyqmVaU7NYTcmEQoQNzFGMePgDwWMW9BE8AJQBxzYV2JcPwpmohgajKuS7VJGJjByT6vjl/ie0njKyd4drhdXx6R+Mec3wWWcqkEyMuf9QPVBf0FtZLleSZBmWVmZWaFX1IjUmYwrY7K0BsImgPxA8iqzguupnVSsAZcCxTDluXnlJkXRIXXtDkroUT+xrEDCk5DNfGjnerWrQy03l2RccFTq6R72eWVmp+FEbj6wow9AddXv14bb/PLLXKXG2aWtNZpVWVi/UvEREzkjYIHQAkjSQ71Hezcky+OrrJf7rF1lfNs/HPoCyYFuG7EJWeUnhjKNnnzSVykTl7FvtKhYekt37giTJrVktmfs+/cyg2j/9wzGvl3jtpTJt67DrcR1bX6x8XLe23XXYr1HKglZQa2tWa3m6VfWJkPb/p+SsA4ynP9elmFPpdRlzGsGjyJhmBaBcOKYhK9cn0wkqmDC1dXNuVGN5MvvIyM9u01EjP2d3RVTYuWfUawWPOUahmsxh11IIh/R3kZ/rZ+33HfZrlKKwHda6mjVanmlRTSygI8htwJzTO9RB8PAYwaPIWNEKQLmwLVPmQI/C6RoZhqGnHhhQ9bz94SH14u2SJNcOS5G4JFcyHXV85o5Rr2NEIkqcdsph15FNRPUXxn/pke5nD/s1SknUiWpj7TotTTcqE3NkHXkfPjAn0efhPYJHkbFrOYByYVmGzP4uBdMZua6pzff3aMnq4cZyJ2Aosu1Hwwe2njyyd8dQR1K553eMep34pRfLOmC1q0PRXRXTFf3lv1xuIpDQxrp1WlI1T+morRlY9AuY8wbzvV6X4Duu68p1XZmz9CFD8CgyploBKBe2acjt3atIulK5bEyFXLdi+xrLU9b2kePczKLhHwxLHf/801Gv4axYoXBz82G9//aasC7v+Cf1u4OH9wv4XGWoUhvr1mpRVZ0qI5bMmdnEHcA+g/k+r0uY0IUXXqgFCxboU5/61LiPn3baaXrqqaeUTCYnfZ1t27bpox/9qN7+9rdLkvL5vPbu3av+/n719PRox44d2r59u5555hk98sgjuueee/Ta175Wn/70p0dew3VdffKTn9Q111yjysrhqWnPPfeczjnnHD3xxBOSpLq6Oj388MNK79tMdroIHkU2wIgHgDJhmabU3aZwJqnujpCq6oanX0lScu//SJLcRKPkDN+X66vU0KPP7X8B21bi3FfKOIwv1A/VS9e2ffKIfwe/qY5Ua0PdGi2sqFFFxDys/zYApidbGLuPkF/Yti3HmXgkOBAI6Oabb9Zll1026etcdtllCgaDI7ez2azOOOMMGYah6upqVVdX63vf+54+9rGP6eqrr9YHPvABVVdXj3qNwcFBPfXUU1q/fr1++tOfqqWlRcFgcNTrBgIBBQIBZbNZOY4jY5ofXgSPIhvMF7wuAQBmhGUaKnTsUnh+QrtftFTXMtxYbpiGEk9/efig1hP37d1hqPNLvxr1/NiFF8gJhw7tTQ1Dd9W264NtXz/yX8An6mP12lC7WgsqM0qENO0TNoAjk/XxiIfjOJMGj5cfu+GGG/S1r31NiURC3d3dikajkqSOjg79+Mc/liRZ1vCqE4VCQa7r6s9//vOoqVQNDQ265pprFArt/zweHByUYRgKBAIKhUL6yle+ottuu00NDQ06/vjjVSgU9PTTT+uYY46RJO3cuVOveMUrlMvl9O1vf1sLFy6c1u9J8CiyLMEDQJmwTEO5vdsVSddo84N5ZerjkqR4uF9Wdo9cGXKT1ZJc5YcyGvzDY/uf29Sk6LIlh/R+rm3ry1VP6pY9d87kr+GJpkST1teuVGtFlRIhggbghcG8P0Y8brvtNl111VVqbGwcuW/Xrl1yHEe33XbbyH0vT4dasWLFSJi4+eabdfPNw5ulLl26VHfddZdaWlpGnvO5z31u5GLGiy++qPPOO0/hcFimaaqrq0uPPPKITNNUOp1WJpPRvHnzJEkDAwN697vfrSuuuEJbtmxRIBDQ61//eknSH//4R+3cuVNnn322fve730mSWlpa9POf/1yxWOyQfneCR5FlcwQPAOXBMKVc21ZFMkfrqQcGtGhFWJKU7P/T8AENm0b27uj82u9HPTd58WtkHELzYiEU1Ieiv9Ld7X+YmeI9MD81X+tqVqi1okLR4NTHAyguv0y1CgaDWrZsmR544IGR+6644gotXLhQH/zgB0fuMwxj0lGQqTQ2Nur++++XJP3whz/U3/7t3+rb3/623vWud+n222/X1VdfrRtvvFHnnnvuqOfdd999evvb364bbrhBXV1d+sEPfiDLsvTUU0/phBNOkCTt2LFDZ555poaGhnTRRRfpxhtvnFZNBI8iY8QDQDkwDck2TRW6diuYcrT5z71auykgSUq98B+SJHfeWklS3q3WwM+/M/LcyDlnK5CIT/u9somortd/66Hup2fuF5glSyqXaG3NUjWnkgoHvK4GwIGGCv1y3YIMw9tl4l4evZiOg1eb+va3v63rrrtO8Xhc27dv1wknnCDXdZXL5bRr165Rx+7YsUNf//rX9Y1vfEMrV67UT37yEzU0NOhd73qXNm7cqLvvvltXXHGFPvOZz+jaa6/VGWecoYqKCr3mNa/RsmXLdO+99+o973mPPvjBD+qTn/ykNm/erK985SuSpDPPPFPvec97dPbZZx/S707wKKKhfEEFNpAFUAbCjqWAJYUrMioUYkplLFmWqWBICr30a7mhlBQKSXLV/a2HRp5nptOKHbVh2u/TXRXTGwa+pJ1De6Y+2AcMGVqeXqbVNUvUnEwo6PChD/hZttCvoBX1tAbXPfzPiUsuuUSXXHKJpOGpVnfeeaduueUWvfOd7xxzbFVVlbLZrG666SZ96EMfGgkJu3bt0oYNG2QYhlzX1bx583TTTTepp6dHb37zmyVJy5Yt07JlyyRJv/3tb/WP//iPuu++/Ru2fvzjH9crX/lK3XHHHdqwYfqf8QSPImK0A0C5CDmWAioonMmopyOsupbhE3dKzw8fsG/vjoKRUd+P9o92JC69eNrrw++sCet1JbBcrmVYWpVZoVXVizQvGVVw5ExK6AD8Lpv3PngUCgU99thjo3oz2traZNu2br311lHH5vOTr45qmqaqq6t1zz336IILLhj1WCAQ0E033aQ//vGPqq2t1c9+9rMxz3/rW9+qtWvX6tprrx31We26ru655x49+eST+qu/+itZlqWTTz5Zkcjw3k3bt2/X0UcfrVNOOUU33HCD3v/+909roQyCRxHR3wGgXIQcS3ZhSJF0ldp2WMrUDU+dSu4eXkXFTbdIknp+/NTIc4LHHadQdWbMa43nkXrpmt03yzX8+eXdNm2tqV6tVZkFqk+E5XD2BEqSH/o8ksmk3vjGN45MW5LG7/E45ZRTFAiMnrO5YsUKdXZ2KhQKqaOjQ6eddtpI4/ijjz467vtZlqU//OEP2rhx45jHtmzZoqOPPnrMBaLf/OY3uvLKK/X+979fd999t9773vfqIx/5yEiPx1ve8hadcMIJ+tCHPqQnnniC5XT9gBEPAOUi5Jiyc/0Kp5N68emCkhUhmZah+LO3yk0vlSzJtdLquW14tMOIRpU49aSpX9gw9NO6Tv1d29f2LcPrH0ErqHU1a7Q806K6eEj29KdlA/CpoYL3I6qnn366Tj/99CmP+8UvfjHycy6Xk6QJw8XLLrvssjGjJKZp6uijj55wxGO8UekvfvGLetvb3qarrrpq5L43vvGNIyMeknTWWWdp06ZN2rRp05S/y8sIHkVE8ABQLkKOJTPbq0g6pmd/ldXyNQElQl0yc30qNA2v697zf9tGjo+/9hJZU6zG4tq2bklv1pfb7ihq7YcibIe1vnatlqWbVRMLEDYwrp1b96q2sdLrMnAY/BA8xpPP51UoTPy9cWhoaNqvdSjHvvzeB3rmmWf0gx/8QJ/97GdH3f/Vr35Vp5566sjt+++/X+9///v14Q9/eNrvRfAookGmWgEoE0HblDHQrXB1RO0v2TJNQ6mee+WajhRPybVT6v7yVyVJzqpVCh+wPv14CqGg/j72a9219/eTHjcbYk5MG+rWamm6UZmoI8vbBW9whP73v+/TZ2/4rzH3v+vmS/WKi8dONZGk2z7zU93+2bFXgz/6zeuUzxX0qXfdpvOvPlGX/MVp2vr0Lj372HaCR4nK+TR4dHd3q79/4mlgQ0NDuuGGG/SRj3xk0tfZtm2bjj/++DH3/+53v9PKlSvH3L99+3atWrVq1H3f/e53deGFF6qqqmrkvuOPP16XXXaZMpn902d37dqlv/zLv5y0noMZ7pG01mNSj+3q0oPbu7wuAwCO2A//tE3X1mzV2jU9+t5Xm7RqY73WPPNaOZUZuU2r1PtHV52f+a7kOKp6z7sn3aF8KB7R9eZ39WD/UxMeU2zJYFIba9dpcbpe6YitQ9hiBD43lM1pcGD/Fd+B3kG9+9zP6lPfu161TVXjPic7OKTsYG7k9u4XO/R3b/iS/u3//kqfv/G/dfL56/TVj/xIX/n1X+v2z/1MF731FDkBrt2WoiWpE7Q4dazXZRyy/v5+OY4j2z70P3eFQkHZbHbUTuVTGRgYOKTjp4u/NUVEczmAchG0TRk9e6VgRum6qCLhggIdD6uw7O1y7aQ6v/B1SVLsNRdMGjp6K2N6w+CXtX2wbbZKH1EVqtLGujVaVFWniogl02c9JZgZTsAeFQru/Pq9OvaslROGDkkKBB0FgvunBt76sTt03ptPVDQRVk9nv1qX1UmSBvqysh2L0FHChgoDXpdwWMLh8GE/1zTNQw4RxQgdEsGjqLJ5BpMAlIegbcrO96mjzVEiFVaysFlurFYK2Bp4oE/KDslubVF06ZIJX2NXTUSv7/i0et3ZO/FXR2q0sW61FlbWKBU2Nc2FV1AmsoND+tG//0af+v71037Onl2d+t1PH9WXfzW8E3M4GlTHnh7JlX71owd04qvXFKtczIJcIet1CXMawaOI6PEAUC4CtiUnn9WuLVIk4ii547tS60lynZjaP/dfkmEo8ZoLJ1xS8bF6Q1fv/uSsLJc7LzZP6+tWaUFFRomQpr3MI8rPL3/wgJasa1JNw/T7Me76xu908nlrFY4GJUknnLtaf/Paf9OZrz1aL21rP6TXgv+U6ohHuSB4FFFuktUJAKCUBGxTAWW1a3dANdWmYs/fLveE6zX4ZEHq7VfkVecoEI+NfaJh6Gd1Xbqp7daiLpfbnGjWutqVml9ZpXiweO+D0nLXN36n1//lGdM+Pp8v6Ke3/0Efue3akftOPm+dNp6yVFuffkltOzp10+VfkiS9/6tXKRiafOU2+I9fV7WaKwgeRVSgbx9AmXAsQyF3UN17Q1rUsEeqXS0FQur4p+/LzGQUW79uzHNc29K/Vz2jL7X9qCg1LUgt0Lra5WqpqFA0MPXxmFu2P9+mHS+0ac3xi6b9nIfvfUaJyqgaF9aMuj+aCOvPv3xSC1c1KFER2Xfs09p46rIZrRnFx1QrbxE8iqhA7gBQJoKmKzMSVTgSVqrjZ3IbNmhwi6NCR7dS179BpjV6w4tCKKiPRH+rO9vvndE6llYu0ZqapWpOJRUmbGASv7njIR112jLZzvQ3Y/nNHQ/qmDNXjLm/q71XsVREvV39mjd/eDnR7va+GasVs8cVs1G8RPAoIkY8AJSLkJGX66SUTIWU2PKf0rpz1f6BHyp04gkKpUevFjQUj+id5nd1f/eRL5drGqaWVS3T6urFakrFxcwWTNeff/mkTr9k9L4dfd0DCoScCcPIn3+1We/+1KVj7v/l9+/Xyeet1ZP3b9FLL3ZIkhavmXyvGviTK76beYmVy4uIEQ8A5SLgDmnITKqqypVd3ars7qjcnkHFTz5x1HG9lTG9zr1F9x/BHh2WYWlt9Rq9YeVFet9xb9DFKzZocYbQgekbHBjS5ge3aOn65lH3v/OcT+u+nz8+7nN2vLBHe3d1adHqsYEil8srWRXTymPma8vmndqyeadWHrOgKLWjuFyXEQ8vsYFgEd35+E51DuSmPhAAfK7thed0arpPld17VGv/US99+F5FTjlTkcaGkWNeqono8s7Pq7tw6FNQHNPRmurVWpmZr/pEWA7j8QCKIOZU6dR5b/a6jDmLj/YiYsQDQLmImDllB+NKdn5HQ5EmmbEqhRvmjTz+RL2lqw5xudygFdS6mjVanmlVXTwk2+JDE0Cx8TnjJYJHEdHjAaBcRIOu+tqlcGhQu7/0CyXPOX94fwzD0M/revTXbbdMa7nciB3R+to1WpZuVnUsIHtkqj2flwCKj4k+3iJ4FBF/tgGUi4DhqtLaoyG3ScElGdmhoFzL0n9kntW/tv1w0ufGnJg21q3TkqoGZWKOLLoLAXiE5nJvETyKiBEPAOXCKhiqje1Q7w9fVHzlJhWCQX0sfq9+tPe34x6fCqa0oXatlqTrVRWxZRI2APgAwcNbBI8ioscDQLkImZbCbZvlzl+pfCKqd9nf15+6nhx1TFWoShvr1mhRVZ0qI+bwVCwA8BFWtfIWwaOIGPEAUC4SbpfybUkVmmr1xuxXta3vJUlSTaRGG+rWaGFltVJhU2QNAP7GdzMvETyKiAYmAOUi1d+pjrp5ekPfZ5WIVOjVzWdrYUVGiTBJA0DpYKqVtwgeRcRUKwDloivQo+/VvKBrKy5SLETYAFCauCjsLdr9isR1ydSYnpde3OJ1CcCU/ubJFu3efrLa9y7XUP98OcrIMthKHEBp4duZtxjxKBL+WJeWWz/xfv30W7eO3K5paNanf/gbSVJ3R7tuuuJVuulL31KmvnFar/f4n+7VVz/6N+rq2KPz33y9XnXFtZKkh3//a/3zX1+vV15xjc5/8/V68dmn9MLmR1U9r2nGfydgJnX0WvrefVkNb9YRkhSSYaS1fJ6ltc3S/JqcMsl+BYPdGnI75IoGTgB+xGeTlwgeRcJEhNLy3OMP64bPfU2L12yQJJnm8K5mXe179al3X6Xd27dO+7W62vfoU395tV51xbU69uzz9fkb366WJSu14qjj9L/f+YbectPH9Z//9GGd/+br9fv/vUPnvekvivI7ATMpFrK1pzc76j7XNfTotoIe3SYND6BHJUUVtGu1vsXSykZXzdVZVcT6ZDtdyrpdHlQOAPsx1cpbngePXC6nD33oQ/qbv/kbhcNhSdJ9992n73znO/rYxz7mcXWHzzAMGWLkoxTkczlte+ZJLVu/SaFIdNRjn//rt+vYs87T0w//edqv99s7v6dUuloXXvMuGYah11z7Lv3i+7drxVHHqbezQ02Ll0uSBvr7ZNuObCcwo78PUAyx4PRPF4M56d6n87r3aWn4NJOQlFBFRNo439LyhoLqqwaViPZKZodybn+RqgaA0Zhq5S3Pg4dt29q+fbs++MEP6hOf+IQk6e///u/1ile8Ysyxp512mp566iklk8lJX3Pbtm366Ec/qre//e1FqXm6TEPK8+fb97Y+/YRc19VfX3aW9u7eqWXrj9FbbvqE0nXz9JabPq6ahmZ9/VMfnPbrvbD5Ma046riRPQwWrFirb31++M92KBpV1949cl1X9979Qx171nnF+JWAGRcNHPnpor1P+p9H8vqfRyQpsO+fCjVVGdrQamhRXV61FQOKhnuUNzqUd4eO+D0B4EAED295FjweeughXXjhhQqFQhoYGJBlWbrjjjvkuq4ee+wxPfPMM/ryl7+swcFBPfjgg4pEIgoEArr55pt12WWXTfral112mYLB4Cz9JhMzDENiSM/3tj37lBrmL9aV7/t7xVOV+tonP6CvfvRGve+fv66ahuZDfr3+3h7Nm7945HY4Ftfe3TslScee+Wr9/Vsu1mkXvk67t2+dds8I4LVI0Craa2/Z42rLHlfDk1TDksIyjLRWHNA/kk72Kxjs0pDbSf8IgMPH9zJPeRY8Vq5cqUcffVTBYHDkyvCNN96o2tpavfvd75Y0PA9vYGBgZAqW4wyvoHLDDTfoa1/7mhKJhLq7uxWNDk+P6ejo0I9//GNJkmUV7yQ5XabBZKtScMIrL9QJr7xw5Pab3vdhvfu849XX061ILH7Ir2dZlpzA/ulTgUBQ2YHhqSTHnX2B1h5/mrY9+5T2vrRDH71uOETf8Nl/VyAUPsLfBCiecGB2P1Nd19Aj2wp6ZEz/SJ02tA73jzRlsqqI98m2O5V1u2e1PgDAofMseJimKdu2lcvlRgLFwXK5nAIHfIF7OUzcfPPNuvnmmyVJS5cu1V133aWWlpaR4z73uc+NhBkvmd6XgMMQjSfkFgrqaHvpsIJHNJlSV/uekdv9fT2y7f1/xiPxhB665xdqXb5a8VSFJOnR++7VuhNOO/LigSKJzMBUq5kwmJPueSqve56SDuwfqYwa2jjf1LJ5ec2ryioe7ZHMTvpHAIxim/RVesnTM8ntt9+uf/qnfxoJF1u3bpXjOLr99tslSdlsVv/wD/+gs88+28syD5vpg/CDqX39Hz+kRavW65gzXy1JeuaxB2WYpqpq6g/r9RYsX6N77v7hyO0XnnxMFdW1I7e7O9oVTabU192lupYFkqSejvYj+A2A4gs5/t72aW+vq58+nNdPH5aGe0cqJVWqOW1oQ4uhhXV51VUMKBzuUYH+EWDOInh4y7PgMTAwoMsvv1xXXHHFyH0HT7WSpKGhIfX3949Mt5Kkb3/727ruuusUj8e1fft2nXDCCXJdV7lcTrt27ZrNX2NSFkMeJaF5yQp9618+qWRVRoV8Xl/7xN/p5FdfomB48qlPfT3dCgRDsg8asVt/8pn690/cpEf/eI+Wrjtad/zHF7X62JNHHv/tT76n48+5QE899Ge17XhR0nADOuBnIcf76auH44U2Vy+0je0fWdlga02zO9w/kqB/BJgrbIPg4SXPgscZZ5yhzs5OmebYq2i33nrryM+FQkFr167Vf/zHf4zcd8kll+iSSy6RNDzV6s4779Qtt9yid77znUWv+1BYjHiUhJPOvVjbn3ta//ietygcjWrjqWfrtde/b8rn3fjaM/WG//cBHXXq6BG5REWlrvjL9+vjb79CkVhcwXBE137g5pHH87khJSqqtHzjsfrOFz8tSbrqxo/M7C8FzLCgXZrBYzyua+jhrXk9vFU6sH8k7NRpXQv9I0A5sxjx8JRnwePnP/+5CoWCbNseCR/nn3++LrnkkpFRENd1lc/np+zXME1T1dXVuueee3TBBRcUu/RpY8SjdFz2jht12TtunPDx2/48dgPBz91x74THn3HplVp1zEl68bmntWzDMaN6RV71huskSeFoTP9w251HUDUwewK2v6dazYT+IfpHgHLHVCtveRY8vvKVr4z0d9i2Ldd19dBDD+nuu+/Wpz71KUnDox25XE4f/vCHddFFF408d8WKFers7FQoFFJHR4dOO+00maaprq4uPfroo179SmPYBI85rbapVbVNrV6XAcyIuRA8JjJx/4ipDa3SorqCalP9irD/COB7TLXylmfB461vfave+ta3jtz+zGc+o7vvvlu5XE7nnHOO3vOe94x5Ti6Xk6Qpw8Vll12mfD4/swUfBkY8AJQLew4Hj4m80FbQC20v39rfP7KqwdKaZqm1JqdMsl+BAP0jgF8w4uEtz9dHbG9v10c/+lHddddd+vnPf65QKKSLL75YP/vZz/SBD3xAmzZtGjl2aGj6V5EO5dhiYcQDQLlwLILHdLiuoYe2FvTQOP0j61strWjY3z9i2Z0aon8EmFWMeHjLs+DxxS9+Ud/97nf1wAMP6KqrrtLvfvc7xWIxSdJPfvITfeELX9CrX/1qBYNBnX766brllls0NDSkG264QR/5yOSNuNu2bdPxxx8/G7/GpBjxAFAuuJByZPqHpN9uzuu3m6WD+0eOWmBqWX1e9fSPAEXHiIe3DNf1Zu/43/zmN3rmmWd0/vnnK5VKjXtMNpvVXXfdJUk677zz1N/fL8dxZNueD9RMy31b2/VUW6/XZQDAEXNdVzf990MqeHLGmHua06Y2thpaWJdTbcWAIqEe5Yx2Fdyc16UBJW1ZxUlamNw09YEoCs+Cx1zw4PZOPbaLYXQA5eEffviougf44usVw3CH+0dapPnVOaWTfQoEuukfAQ7BqsrT1ZJY53UZc1ZpDB2UqCDNmADKSDxoEzw8NLZ/JCYpNtI/srKhoKbMkCrivTLtTg25Pd4WDPgQU628RfAoIoIHgHISC9lSp9dV4GBj+0eSkpJKxwxtnG9o6TxX9ZUDSkR75ZodyrkD3hYMeIjg4S2CRxEFWQUGQBmJBjhllJK2Hld3PeTqrockKbjvn0q1ZExtaDW0qDanGvpHMMewqpW3OIsUUdCxvC4BAGZMNMgpoxw8v7ug53dLkqGX9x+xjLRW7usfaa0eUjrZT/8IyhIjHt7iLFJEIaZaASgj4QAXU8pV3jX04NaCHtwqSZZG+kcCdVrfYmplozvcPxLrlWV3Kcv+IyhRFiMeniJ4FBFTrQCUkwjBY87pz0q/3VwYv39kgaml9XnNq8wqFu2R6B9BCWDEw1sEjyKyLVOWYSjPisUAygAjHnhZW4+rux7M664HJSkgqVJSpVr39Y8sHOkf6VbO6KB/BL5B8PAWwaPIgrapvqG812UAwBEL2gQPTO653QU9N6Z/JKNVjZZWN0vza4ZUlXi5f6RDrrgwh9ljGrYcM+h1GXMawaPICB4AykUowPRRHLq8a+iBLQU9sEU6uH9kQ6ullQ2umjJZpWLsP4LiClkxr0uY8wgeRcZeHgDKBSMemEn9Wek3T+b1myelUf0jcUNHzTe1pD6veVWDikfYfwQzI2zHvS5hziN4FFmIEzWAMuFwIQWzoK3b1U8ezOsnD0oH7j8yv9rU+lZpUW1e1Sn6R3DowhbBw2sEjyJjxANAuQjweQYPPftSQc++JI3pH2mytKZ5eP+R4f6Rrn37j9A/gtFCjHh4juBRZAQPAOXCZolw+EzeNfTACwU98II0un+kXhtbLa1sLKgxPUT/CCQx4uEHBI8iI3gAKBeOZXhdAjAt/Vnp10/m9esJ+keW1udVT//InBO2E16XMOcRPIos5NDjAaA8WCbBA6Vtov6RBTWm1rUM94/UpPoVDvcoJ/pHyg2rWnmP4FFkUTbcAlAmTNNUyDE1MFTwuhRgRj2zq6BndknD/SMRSRFZRkarm2ytbnbVWp1TVaKP/pESx4iH9wgeRRYL8J8YQPmIBR0NDA16XQZQdHnX0P0v5HX/C5Jkavz+kaxSsT76R0qAadgKWGGvy5jz+FZcZI5lKmibGsxxhRBA6YuHbLX1EDwwd43uH3H0cv9IddzQxvmmlszLq77y5f6RduVc/r74AY3l/kDwmAXRgEXwAFAWYkFOG8B4Xup2deeDed15UP/IwhpD61pMLawbUk1yUGH2H/EEmwf6A2eQWRAL2NrbN+R1GQBwxCL0rQGH5Oldrp7eldfwdK39+4+sbrK1ptlVC/uPzIoQIx6+QPCYBVwhBFAuonyeAUdsdP/I/v1HosF6bWi1tKKhoKZMVslYn0yL/pGZwIiHP3AGmQWsbAWgXIT5PAOKpndQ+tUTef3qCeng/pGjFphaUj/cPxKL9Ozbf4T+keli13J/IHjMAkY8AJSLMHsTAbPupW5XdzyQ1x0PSPv7R6q0qMbU2hZDi+pyqk72KxzqUU7tKijvab1+RHO5P/CNeBawpC6AcsGmqIB/PLWroKcO2n/Etqq1utHS6qbh/pF0sl+O06kht2tO948w1cof+EY8CyIBS4Y0h/+6AygXoYDpdQkAJpHLS39+Pq8/Py+N7h+Zp43zLS2fd2D/SIeG3F5P650tIYvNA/2A4DELTMNQJGCpN8vQJ4DSFrQZ8QBKUe+g9MvH8/rl49KB/SM1SUNHtZpaXJ9XfdWgYuHy6x+xDEcBK+R1GRDBY9bEAjbBA0DJC9iMeADlZFenqx8/kJcekA7uH1nXamhhbU7VqX6Fg93KqaMk+0diTqXXJWAfgscsiQVt7WK3XwAljuABzA3j94/UaE2jqdXN2rf/SJ8cp0tZt0t+nlAed6q8LgH7EDxmCUvqAigHjkXwAOaqXF760/MF/el5abh/JC4prlhonja2WlreUFBjOqtkrHff/iP+6B+JOWmvS8A+BI9ZEmdJXQBlwGbEA8BBegakXzye1y9G+kdSklLD/SPzh/cfqXt5/xFj9vtH4gFGPPyCb8OzJBFyvC4BAI6YbRpelwCgROzqdPXj+/P68f3Sgf0ji2tNrWuRFtbmlUn1KxzqVs4tXv8IU638g+AxSxIhW6YhFfw7BRIApmRZpizTUJ4PMwCHafPOgjbvlMb0jzSZWtMkNc9g/4hp2IrYyZkpHEeM4DFLTMNQMuSovX/I61IA4IjEg7Y6+CwDMINyeelPzxX0p+eksf0jppY3uIfVPxKzK2QYTBH1C4LHLEqFCR4ASl+M4AFglgz3jxTG9I/UJQ1tWGBqSd3+/pGC0a68mx31/Bj9Hb5C8JhFqTB9HgBKXyzEqQOAt3Z0uvrxn/P6saRR/SN1ptY1a9/+IwMKRus9rROjcfaYRQQPAOUgwvLgAHxq846CNu+QJFNSRF+8Yp5WZjwuCiOY9DaLKggeAMpAlOXBAZSI5XUJr0vAAQgesyhoWwo7/CcHUNoiAYIHAP+LB201VIS9LgMH4FvwLEuFA16XAABHJMxUKwAlYEltXIbB3kN+QvCYZfR5ACh1YYfgAcD/ltbGvS4BByF4zLIUO5gDKHEhpowCKAHL6O/wHc4es4wGcwClLsiIB4ASsKKeHcv9huAxy+IhWxbTDQGUsKDNqQOAvwVskxWtfIizxywzDUMJplsBKGGOzYgHAH9bUZdQgIskvsP/EQ/QYA6glAVshm0B+Nu6pgqvS8A4CB4eSEdZUhdA6bItTh0A/G1dU8rrEjAOzh4eyESDXpcAAIeN4AHA79Y2prwuAePg7OGBRMhWgBM3gBJlmUy1AuBfmXhQjRURr8vAOPj26wHDMJhuBaBkmaahCLuXA/ApRjv8i+DhkUyM4AGgdMVDttclAMC41hE8fIvg4RH6PACUsmiQ4AHAnxjx8C+Ch0cqIwE2EgRQsmIEDwA+ZJmG1jSkvC4DEyB4eMQyDVVGmG4FoDRFAwQPAP6zqDrGiKyPETw8lI4x3QpAaYoEaS4H4D9sHOhvBA8PVbOyFYASFWHEA4APHdNa6XUJmATBw0PpaFC0eQAoRSGH0wcA/zl2QZXXJWASnDk8FLBNJUKO12UAwCELO4x4APCXxTUxVcdDXpeBSRA8PMZ+HgBKUZARDwA+c9yCtNclYAqcOTzGfh4ASlHQ5vQBwF9OWEjw8DvOHB5jxANAKQoQPAD4iGUa2kRjue9x5vBYNGArznrTAEqMY7OcLgD/WD0vqTh9s75H8PCB+gSNUABKS8BmTT4A/nE806xKAsHDB+oIHgBKjG1y+gDgH8exjG5J4MzhA9WxoGyTq4cASodFjwcAnwg5pjY0s2N5KeDM4QOWaagmxupWAEqHZRpyLC6YAPDeUc2VCtJ3VhIIHj5Rl2S6FYDSEmNhDAA+cBz9HSWD4OETNJgDKDWsIAPAD04keJQMgodPRAO2EiGuHgIoHdEgUxsAeKsuGdLKeUmvy8A0ETx8hFEPAKUkylQrAB47fVmN1yXgEBA8fITgAaCURAMEDwDeOoPgUVIIHj6SYVldACUkHGCqFQDvxIO2jpnP/h2lhODhI6ZhqDbOsroASgPBA4CXTlqcUYA9hUoK/7d8pj4R9roEAJiWsEPwAOCdM5czzarUEDx8hv08AJSKEMEDgEds09ApS6q9LgOHiODhMxHHUirM2vgA/C/gcAoB4I2jWyuV5PtSyeGs4UNNKaZbAfC/IHOrAXiE1axKE2cNH2qqiHhdAgBMiaZOAF45g/6OksRZw4fiQVuVEYYPAfibY9PjAWD2La2Nq4GLtCWJ4OFTTSn+QgHwN8di3yEAs4/VrEoXwcOnmivo8wDgbxbBA4AHzltT73UJOEwED5+KBGxlogGvywCACdmmKYPsAWAWLa9LaGF13OsycJgIHj5GkzkAPzMMQxF2Lwcwiy5Yy2hHKSN4+FhjKiwuJgLws3iIhTAAzA7TkM5bM8/rMnAECB4+FnYsVceCXpcBABOKBW2vSwAwRxzdWqnaZMjrMnAECB4+18x0KwA+FiV4AJgl5zPaUfIIHj7XmArLZL4VAJ+K0eMBYBYELFOvXFXndRk4QgQPnwvYpmrjDCsC8KcwwQPALDh5SUbJMD1lpY7gUQKa2NMDgE9FAky1AlB8F6xlmlU5IHiUgIZkWOzTBcCPQox4ACiyeNDWK5ZWe10GZgDBowQ4lql5SUY9APhPyOE0AqC4zlxRq5DDRY5ywBmjRCxIR70uAQDGCDlMtQJQXGwaWD4IHiWiJhZUnGUrAfhMwOY0AqB45qXCOn5B2usyMEM4Y5QIwzC0oIpRDwD+EiR4ACii1x3dKJN9BcoGZ4wS0loZYU8PAL7i2HwoASgO2zR06YZGr8vADCJ4lJCQY6mBJnMAPuJYNHwCKI7Tl9WoOsFeZuWE4FFiaDIH4Cc2a30DKJLXHd3kdQmYYQSPEkOTOQA/sQgeAIqgsSKskxbRVF5uCB4lhiZzAH5imSYrWwGYcZcd3STD4MJGueFsUYJoMgfgJ4zCAphJjkVTebkieJQgmswB+EksRPAAMHPOWFajTDzodRkoAoJHiaLJHIBfxBjxADCDXr+p2esSUCQEjxJFkzkAv4gG+CwCMDOaKyM6fkGV12WgSAgeJYomcwB+EQ2ylweAmfE6msrLGsGjhNFkDsAPQgGCB4AjFwlY7N1R5ggeJSzkWGqpjHhdBoA5LsJUKwAz4NINjUqGHa/LQBERPErc0kzc6xIAzHEhh1MJgCNjGtKbT2j1ugwUGWeLEpcMO6pLhLwuA8AcFnKYagXgyJy1olZNzOIoewSPMrC0OuZ1CQDmsKBN8ABwZK45cb7XJWAWEDzKQG08pBRzIgF4JGBzKgFw+DY0V2h9U4XXZWAWcLYoE4x6APAKwQPAkWC0Y+7gbFEmmisiCjPPGoAHbIIHgMPUUhXRmctqvC4Ds4SzRZkwDYNRDwCecCxOJQAOz9XHt8pkU7I5g7NFGVlQFVWALwAAZpnNlwYAhyEVdnTxhkavy8As4ltqGXEsU4syUa/LADDHWJYhskd5y3Xv0cC2x1UY7Jv0uKGOnbNUEcrBFcc0KxxgmvhcQvAoM0syMVl8AwAwiwzDUCzI7uV+0bf5d3rxX6/WC584Tzu+9h4NtW0deSzf36Vt/3q1ch27pv16Xb//rnZ85S+09+5/0bYvvEkDWx6WJPU//4C2fvb16rz3vyRJQ21bld3+5Mz+MihbIcfUlce2eF0GZhnBo8wEbUsLqhj1ADC7CB7+MNS+Q3vu/IxSp7xJDdd/TXayWnt+8jlJUr6vUy99+0PKd04/dAztfVGdf/iu6q75V9Vf/c9KHH2hOn79DUlSz/0/UdXZ16v7gbslSb1P/kaRJcfN/C+FsnT50c3KxINel4FZRvAoQ0urY0x7ADCrYiGChx8M7dmq1MlvVHTZibKiFYqve6UGdz4lSWr7wScVXXbSIb2eW8ir6ux3yI5VSpIC1fNVGOiRJBUGuuXUDC+DWsgOyDBtGRZ7SmFqIcfUW09e4HUZ8ABnijIUDdhqrojoub2Tz8UFgJkSDXA68YPIwqNH3R7au01ORb0kqfKcd8hJ1ar9f7887dcLpJsUSDdJkgrZfnX/6UeKLD5WkmQEIir0dkiuq97Hf3XIoQZz1xWbGO2YqxjxKFMraxOMegCYNVGmWvmOmx9S1++/p/i6V0qSnFTtYb9W/zN/1LZ/fqPyve1KHvdaSVJ02Yna+Y0bFV54lPKdu2Sn2IsBUws7lq47idGOuYrgUaZiQVvz6fUAMEsirEzjOx2/+rqMQEixtWcf8WuFWter+pIPSoal9p//uyQpuvxkNb7zG4qtOEVOdat2ffNvtOubf6PC0OARvx/K1+WbmhjtmMMIHmVsRW1CFqMeAGYBS2L6S/9z96v7/p8ofd4NMqwjH40yTEuhxhWqPONa9Tz8s5H7zVBU/c/+WYblyAwnZYaTGtzy0BG/H8pT2LHo7ZjjCB5lLOJYWpRhN3MAxUfw8I+hjp1q+9GnVHnWX4z0Zxyu3kd/oa7ff3fktmFaMoz9Xx3y/V0yQzEVBnvlVM6TUzlP+f7uI3pPlK8rjmlSOsZox1xG8Chzy2vi7CoMoOiCNsHDDwpDg9r97Q8psugYRRYdo0K2X4Vsv1zXnfx5g31y87kx99tVDer47TfV9+Q9ynXsUsevb1Nk6fEjj/c++gtFV5wiMxhVrusl5bpekhnighfGorcDEqtalb2gbWlpdUyP7OQKFIDiCQW4juUHA8/9WUN7tmpoz1b1PHj3yP3z3vrVSZu/t3/1elWefs3IilUvC9YuVOWZf6G9//dVuQM9iiw9XhWveMv+A/I5WZGkQk2r1Pmb2yRJoTPfNrO/FMrCG45pZrQDMtypLoOg5A3lC/rhozuVzRe8LgVAmdqxt0+f+9lTXpcBwIciAUu/vuFUVRE85jwuUc0BjmVqWU3c6zIAlDHH4nQCYHxvOKaZ0AFJBI85Y3EmprDN/24AxRFw+HwBMFYy7OhtrGSFfThTzBG2aWhFbcLrMgCUKZsRDwDjuP7UhUpFAl6XAZ/gTDGHLEhHFWXJSwBF4LBpEICDNFaEdeWxLV6XAR8heMwhpmFoJaMeAIrAYtluAAf5q7OXKsA0bxyAPw1zTEtlRIkQqygDmFmmaSpEnweAfdY1pvTq1fVelwGf4Swxx5iGoTV1Sa/LAFCG4iHH6xIA+MTfvnKZ1yXAhwgec1BDKqzaOMvaAZhZsSCjqQCkc1bWamNLpddlwIcIHnPUhoaUmJINYCYRPAA4lqEbz17qdRnwKYLHHJUIOVqUjnldBoAyEmHVPGDOu2JTs5qrol6XAZ8ieMxhq+oSCrHaBIAZEmXEA5jTEiFb73rFIq/LgI/xrXMOcyxTa+ppNAcwM8KMeABzGpsFYioEjzmutTKiKj4kAMyAsEPwAOaq+emo3nRcq9dlwOcIHnOcYRja0JDyugwAZYARD2Du+vD5K9ksEFPiTwhUFQ2otTLidRkASlyQDQSBOenVq+t1/MK012WgBHCWgCRpbX1SjsX6ugAOX9BmxAOYa+JBW+9/FZsFYnoIHpAkhRxLK2sTXpcBoIQxzQKYe95zxmJVJ0Jel4ESwVkCIxZnYkqEWA4TwOEheABzy4r6hN54bIvXZaCEcJbACNMwtGFeyusyAJQoh+ABzBmmIX3k/JWyTKZpY/o4S2CU2kRIjamw12UAKEG2xSkFmCtee1ST1jVVeF0GSgxnCYyxoSGlAI3mAA6RzZVPYE6oigb0vrOWeF0GShDBA2OEHUvrmHIF4BBZlsm0C2AOuPGcpexQjsNC8MC45ldFVccqFQAOUTzIAhVAOTu6pVIXr2/wugyUKIIHJnRUY0oOVy8BHIIYwQMoW0Hb1D9cuEqGwXcDHB6CByYUDdhaOy/pdRkASkiMJbmBsvXeMxZrYXXM6zJQwggemNSCqqhqYkGvywBQIqKMeABlaX1TSm85Yb7XZaDEETwwKcMwdHRTBavVAJiWSMDyugQAMyzkmPrUxWtk8l0AR4jggSnFgrZW1yW8LgNACYgEGPEAys3/O2OJ5meYYoUjR/DAtCzOxJSOsnQegMmFGfEAysrG5gq9+fhWr8tAmSB4YFoMw9CmpgqxryCAyYQdTitAuQg5pm5mihVmEGcITFsi5GglU64ATCLEVCugbNxw5lK1pqNel4EyQvDAIVlaHVdlxPG6DAA+FbQ5rQDl4OiWSl11XIvXZaDMcIbAITENQ8c0VTLlCsC4CB5A6Qs7lm6+eDVTrDDjOEPgkCXDjtbNS3ldBgAfcmyay4FS976zl6i5iilWmHkEDxyWRZmYGpIhr8sA4DMBmyukQCk7bUm13nQcq1ihOAgeOGybmioVcbi6CWA/2+K0ApSqmkRQn7pkjddloIxxhsBhC9imjmupFNc3AbyM4AGUJtOQPn3pWlWyZxeKiDMEjkgmFtTKWpbYBTDMohkVKElvP2WhjluQ9roMlDmCB47Yitq4qmNcIQEgmaahCLuXAyVlY3OF3n36Yq/LwBxA8MARMwxDxzZXKcAUCwCS4iE2EQRKRTLs6LOXrWO0ErOCb4qYEZGApU3NFV6XAcAHokGCB1AqPnHRas1Lhb0uA3MEwQMzpiEZ1uJMzOsyAHgsRvAASsIVm5p09opar8vAHELwwIxaW59UKux4XQYADzHiAfjf0tq4bnrVcq/LwBxD8MCMskxDx7dUymauKDBn0VwO+FvYsfTPr1unEHtxYZYRPDDjEiFHGxpSXpcBwCORACMegJ/9w4UrtbA67nUZmIMIHiiK+VVRLaiKel0GAA+EHE4tgF9ddVyLLlzX4HUZmKM4O6BoNjamlGEHVGDOCTuMeAB+dMz8Sv3tK5d5XQbmMIIHisY0DB3fWqUIc0iBOSXIiAfgO/XJkP7ldetls+cWPMSfPhRV2LF04vwqWfSaA3NG0ObUAvhJ0Db1b1dsUFUs6HUpmOM4O6DoKiMBHdXE5oLAXBFgxAPwlY9esEqrWfQFPsDZAbOitTKqpdVsLgjMBY7F9ErAL648tlkXb6CZHP5A8MCsWVOfVG2cYV6g3AVs5lYCfnB0a6XezyaB8BGCB2aNaRg6vqVKMTYXA8qabXJqAbxWlwzpC6+nmRz+wp9GzKqAbeqk+Wl2NgfKmMUXHcBTAdvUv16+QWmayeEznB0w65JhR8c2V3pdBoAisSxDDkvZAZ755GtWa21jyusygDEIHvBEQyqslbVxr8sAUCSxIJsIAl547xmLdcG6eV6XAYyL4AHPrKxNqCEZ8roMAEUQDzlelwDMOZdubNA7TlvkdRnAhAge8IxhGDq2pVJVkYDXpQCYYdEgi0gAs+nEhWn9wwWrvC4DmBTBA56yTVMnL6hSnGkZQFmJ8ncamDVLa+P6wuWsYAX/408oPBe0LZ2yIK2wzR9HoFxEAwQPYDbUJIK65cqjmN6IksA3PfhCLGjr5AVpOSyzC5SFMPv1AEUXDVi65cqjVJ8Ke10KMC0ED/hGRSSgE+ZXiewBlL4IwQMoKss09M+vX68V9UmvSwGmjeABX6mNh3QMe3wAJS/kEDyAYvr781bo1CXVXpcBHBKCB3ynuSKidfO4ggOUMoIHUDzXnTRfl29q9roM4JARPOBLS6vjWlod87oMAIcp4HB6AYrhsqMa9dfnLPO6DOCwcGaAb62tT6q5IuJ1GQAOQ5BV6oAZd+7qOvbqQEnjzADfMgxDxzRXqDYe9LoUAIeI4AHMrNOWVOvTl66VyQosKGGcGeBrpmHohNYqVYRZnxwoJbZNjwcwU46ZX6kvXL5eDhsEosTxJxi+51imTl6QVoKdkIGS4VhclQVmwtrGlL76xqNYsAFlgeCBkhB2LJ22KKM44QMoCRbBAzhiS2vj+tpVRyvKuQ9lguCBkkH4AEqHbZoyyB7AYWutiurrb96kJFONUUYIHigpEcfSaQszihE+AF8zDIPdy4HDVJ8M6T/fskkZFldBmSF4oOREApZesTCtGF9qAF+Lh7hSCxyqdCyob7zlGM1Lhb0uBZhxBA+UpEjA1mmLMoQPwMeYFgkcmnQsoG9cvUmt6ajXpQBFQfBAyYruCx9RwgfgSxGCBzBt1fGgbr/mGC2pjXtdClA0BA+UtGjA1isIH4AvMSIJTE9dMqRvXXusFlYTOlDeCB4oedGArdMWZhRhjXPAV8IED2BKDRVh/de1xzK9CnMCwQNlIRYcHvkgfAD+EQkw1QqYTHNlRN+69lg1Vka8LgWYFQQPlI1YcLjng/AB+AMjHsDE5mei+q/rjmX1KswpBA+UlXiQhnPAL4IOpxhgPItrYvrWNceqJhHyuhRgVnFWQNmJB22dvrhayRDTPAAvhRz+DgIHW1aX0O3XHMvmgJiTCB4oSxHH0isWVasqEvC6FGDOCticYoADrZqX1DffskmVUc5NmJs4K6BsBW1Tpy5Mq4arSoAnggQPYMTRrZX6xls2KcUFMcxhnBVQ1hzL1Mnz02qkeQ+YdY5teF0C4AtnrajRf1x1tBIhx+tSAE8RPFD2LNPQcS2VWlDFGunAbHIsFnkAXnd0k77w+g0KseIiIDr/MCeYhqGjmyoUckw9urPb63KAOcGxGPHA3PbO0xbqPWcs8boMwDcIHphTVtclFXYs/Wlrh1yviwHKnEnwwBxlGtKHXr1Cbzi2xetSAF8heGDOWZSOKWRbuvf5PcqTPoCisUxTAdtUNlfwuhRg1oQcU5+7bJ3OXF7rdSmA79DjgTmpMRXWqQszCnBFFiiqeJDrW5g7KqMB3faWYwgdwAQIHpizMrGgTl9UrQgNf0DRxNjIE3NEc2VE33nrcVrfVOF1KYBvETwwpyXDjs5aUq00mzkBRRFjxANzwJqGpL7ztuPUmmb1RGAyBA/MeSHH0mkLM5pfGfG6FKDsRAMED5S3V6+u17euPVbpGJvVAlPhjABoeK+PTc2VSoYdPfBiJyteATMkGmQqI8qTYUj/74wlevupC70uBSgZBA/gAEur40qGHP32+T0aYskr4IiFAgQPlJ9Y0NanL12rM5bXeF0KUFKYagUcpC4R0pmLq1mNB5gBEaZaocw0VUb03bcdR+gADgPBAxhHIuTozMXVqo0zZxc4EmFWjUMZOW5BlX749uO1uCbudSlASSJ4ABMI2KZOXpDW4kzM61KAkhV0OM2gPLzxmGb9x1VHKxVhFUTgcDEGDkzCNAxtaEgpFXJ037Z2FWj7AA5J0GbEA6XNsQx98NUrdPmmZq9LAUoewQOYhgXpqOIhW795bo8GcwWvywFKRsBmxAOlqzIa0L9evl6bWqu8LgUoC5wRgGmqjgV11pJqVYYdr0sBSgbBA6VqbWNKP7r+BEIHMIM4IwCHIBqwdfriavo+gGmyCR4oQW85oVXfvu5YzUuFvS4FKCtMtQIOkWUO931Ux4L6/Za97PcBTMKxCB4oHYmQrU9dskZnLq/1uhSgLBE8gMPUmAqrIlyje57fqz19Wa/LAXzJsQyvSwCmZU1DUv/8+vVqrIh4XQpQtrgUBRyBWNDW6YszWlrN1CtgPKZpyCR7wOeuOq5F377uuJIKHT/4wQ9kGIZs2x73H9M0dfXVV0/6Gqeddpq+9KUvzVLFACMewBEzDUPr5g1PvfrdC+3K5ln1CniZYRiKBW11DeS8LgUYIx6ydfNFq3X2yjqvSzlktm2rublZzz///LiPv+lNb5Jt7/+al8/nZVmjl7eORCIKBMbuS1IoFGSaXJvGzONPFTBD5iXDOmdptTJRNpcCDhQLco0L/rNqXlJ3vOPEkgwdksaEiPEcGDwWL16seDyudDqtdDqteDyun/zkJ7rmmmtUUVGhdDqtqqoqRaNRvfvd7y5i5ZjLOBsAMygSsHXaoowe3tGlx3Z1e10O4AuxkC11el0FsN8bj2nW375qWUlvcGkYU89hPDCcPPPMM6MeW7x4sfbs2SPLsvR3f/d3uv7662e8RuBgjHgAM8w0DK2pT+qUBWkFWUoUYMQDvpGJB3XLlRv19+evLOnQIU0veEx0zC9+8QvZtq1jjz1WF198sb75zW/OdHnAuPhWBBRJXSKkc5bWqCYW9LoUwFORAMED3jtnZa3uftdJOm1pjdelzAjDMLR169aRqVMH/3P77bdPGDw+/vGP613vepck6eijj1ZHR4fuueee2SwfcxTBAyiisGPp1IVpbWxIyWZpH8xRkUBpX1lGaUuEbH360jX618s3qLKMevAMw1BjY6Pa2trG/eeyyy4b93l33nmnnnvuOb35zW8eue9jH/uY3vnOdyqbZWl4FBfBAygywzC0KBPTOUtrVM3oB+agMMEDHjl+QZXufvdJunBdg9elzDjXnXrz2oOP2bFjh6677jp9/vOfl+M4I/efd955amho0Fvf+tZpvS5wuAgewCyJBW2dtjCtDYx+YI4heGC2hRxTHzh3uf7z6k2qS4a9LqcoDjV4dHR06IILLtCVV16pU045ZdRxhUJBX/7yl/XHP/5Rb3zjG9Xf3z/T5QKSCB7ArDIMQ4tHRj/KZ8gfmEypN/GitKxpSOrH15+oq45vnVYDdqkqFKbeMyqfz0uSNm/erKOPPlrLli3T5ZdfrlQqpaqqKv30pz/VO97xDlVWVuqEE07Q//7v/+rpp5/Wueeey8gHioKOP8ADw6MfGT3V1qsHtncqX+ADHuUr5HCNC8Vnm4auP3Whrj91oWyr/P/M5fP5keby8fT09OjKK6+UJDU2Nuq9732vrrnmGpmmqb6+PknSWWedpUsuuURvectbRp7385//XLt37y7r0AbvEDwAj7w8+lGXCOn3L+zV7l6a+lCegg4jHiiulfUJffw1q7VyXtLrUmZNPp9XY2PjpDuX53I5SVI4HNZ111035pjBwUENDAyMui8UCqmxsXHG6wUkyXAZSwM857quNu/u0YM7uhj9QNlp6xzQP979pNdloAxFApbec8ZiXXVcqyx65wDfY8QD8AHDMLSkOq76ZJjRD5SdAFOtUASnLanW35+/Qg0VEa9LATBNBA/AR+JBW69YNNz78dCOTg3lGf1A6ZsL8+0xezLxoD746hV61ao6r0sBcIgIHoDPvNz70ZQK64HtnXpub5/XJQFHxLGYAoMjZxjS649u0vvOXqpEyJn6CQB8h+AB+FTIsXRMc6UWpqO6b2uH2vuHvC4JOCyMeOBILa6J6R8uWKWNLZVelwLgCBA8AJ9LR4M6a0m1nt43/SrL9CuUGMMwFHJMDQxNve8AcKCgbeodpy3UdSctkEOABUoewQMoAYZhaFEmpqaK4elXz+5h+hVKSzzkaGBo0OsyUELOXlGrv3nlMjVV0jwOlAuCB1BCgralTU2VWlAV1Z+2dmgv069QImJBW7u7CR6Y2rK6hP7u3OU6dn6V16UAmGEED6AEpaNBnbmkWk/v6dVD27uUzTOFBf4WC3K6weTSsYDee8YSvXZjo0z25ADKEmcCoEQZhqFF6eHVrx7c3qVn9vR6XRIwoUiA3csxvoBl6qrjW3T9qQsVZ7UqoKwRPIASF7QtHd1UoYXpqB7c3qmdTGeBD0UZ8cA4zlheo789Z5la0lGvSwEwCzgTAGWiMhLQqQsz2tk9oAe3d2pvH/0f8A9GPHCgpbVx/d25y3XcgrTXpQCYRQQPoMzUxkOqXRLSlvY+PbSjS92DOa9LAhRyCB6QahMhvfMVi/TajY2y6OMA5hyCB1CmmioiakiF9eyeXj2ys1v9Q3mvS8IcFmbEY06rigb0tlMW6IpNzYRQYA4jeABlzDQMLUzH1FIZ1ebdPXp8VxcbEMITQYfN3+aiRMjWtSfN11XHtdLnA4DgAcwFtmloeU1cC6uieuylbm3e3aN8gQCC2RO0uco9l0QDlq46vlXXnDhfyTArVQEYRvAA5pCAbWptfVJLMjE9srNLz7T1iviB2RBkes2cELRNXbGpWX9xygJVxYJelwPAZwgewBwUdiwd1VihpZmYHt3VrRfa+8QACIrJsWgkLmeOZejSjY16x6mLVJsMeV0OAJ8ieABzWDzk6JjmSq2qS+iJl3r0zJ5epmChKBybHo9yFLBNXbS+QW87eYGaKiNelwPA5wgeABQN2NrQkNLK2rg27+7R5t29yuYLXpeFMmJbBI9yEg/auvyYZr35+BZVxxnhADA9BA8AI4K2pVV1SS2tjuuZPb164qUeluHFjLDZs6EsZOJBvfn4Vl2xqUnxEE3jAA4NwQPAGI5laml1XIvSMT3f3qfHd3WzESGOiGWZskyDqXwlqqUqomtPWqCL1s9jhTIAh43gAWBClmloQVVU8ysj2trRr8d3dWtv/5DXZaFExYO2OvjzU1JWzUvqrScv0DkramUyagXgCBE8AEzJMAw1VUTUVBHRzq4BPbarW7t6Br0uCyUmFiJ4lALDkE5YkNZ1Jy/QCQvTXpcDoIwQPAAcktpESLWJkDr6h/R0W4+e29unHNNnMA0xdq72tXjI1kXrG/SGY5q1IBPzuhwAZYizAIDDkgo72thYoTX1Sb3Q3qen2nq5mo1JRQkevrS0Nq43HNOsC9fNUyTA/yMAxcMnDIAj4limFqZjWpiOqa13UE/t7tWWDjYkxFiRAE3JfuFYhs5eUac3Htuso1oqvS4HwBxB8AAwY9LRoNLRoNbnknp2T5+ebutRT5bleDGMq+neq0uG9LqjmnTZ0Y3svwFg1nEWADDjgralZTVxLa2OaWf3oJ5q69H2zgExCDK3MeLhDdOQjluQ1hWbmnT6sho2cwTgGYIHgKIxDEN1iZDqEiH1ZnN6Zk+vnt3Tq/4hdkWfi0IOX3hn04JMVBetb9CF6+apLhn2uhwAIHgAmB3RgK3VdUmtqk1oV/egnmvv07aOflbEmkNCTLUquoqIo1evrtdF6xu0pjHldTkAMApnAQCzyjCMkSV5c40FbesY0HN7e7Wre5CpWGUuaDPiUQyOZejUJdV6zfoGnbakWgH+OwPwKYIHAM/YpqmWyohaKiPqH8rrhfY+bWnv054+luUtRwSPmbV6XlIXrW/QeWvqVRENeF0OAEyJ4AHAF8KOpaXVcS2tjqtnMLcvhPSrY4AQUi4cm+byI7WyPqFzVtbp7JW1bPIHoOQQPAD4Tixoa0VtQitqE+ocGNKW9j690N6v7sGc16XhCARsw+sSSo5hSOubKnTOilqdtbJWjRURr0sCgMNG8ADga8mQo1V1Sa2qS6prYEgvdg7oxa5+tfVk6QkpMQ7LuE6LZRra1Fo5HDZW1Ko6wX4bAMoDwQNAyUiEHCVCjpbVxJXNFbS9a0Dbu/q1o2tA2TwxxO8sgseEApap4xdW6ZyVdTpjWQ09GwDKEsEDQEkK2Psb0wuuq7berF7s7Nf2rgF1DTAly48sk6lWB2qqjOikRWmdtDij4xakFQtySgZQ3viUA1DyTMNQdSyo6lhQ6+ZJ3YM5be/s14tdA9rdMyi2CvEH0zQUCVjqy+a9LsUT0YClYxdU6aRFGZ20KKOWdNTrkgBgVhE8AJSdeNDWkuq4llTHNZQvaGf3oF7qGdRL3YOskuWxeMieM8HDMKTldYnhoLE4o43NFfS5AJjTCB4AyppjmWpMhdWYCkuSsrmCXuod1O6e4TDS3jdEk/osigVt7dKg12UUzfxMVBubK3Ts/CqduCijdCzodUkA4BsEDwBzSsA21ZAMqyE5HESG8gW19WaHR0R6BrW3L8vUrCKKllEfQ8AytXJeQhubK7WxpUIbmytVSVM4AEyofM4AAHAYHMtUXSKkun1LluYKrvb07pua1ZPVnt6s8i5JZKaUcvBIhh1taKrQhpYKHdVcqdUNSYUcNkUEgOkq3TMAABSBbRqqiYdUEx8OIgXXVddATu19WbX3D6m9f/jfQyzfe1gigdL4oh52LC2pjWtFfUIr6pPa0FShxTUxGQYrcwHA4SJ4AMAkTMNQKuwoFXbUuu8+13XVm81r70gYGVJ7X1YDuYKntZaCSMB/p52qaEDL6xNaXjf8z4r6pOanozJZ/hcAZpT/zgAA4HOGYSgWtBUL2mqq2H9//1D+gJGR4X96B3M0rx8g5Hi3qlPAMtVYGdaSmriW1ye0oi6p5fUJ1bAzOADMCoIHAMyQsGMpnAyrfl/jujQ8Vat3MKfuwZx6svnhf++73ZvNzblG9nCReyIs09C8VFgtVVHNT0fVko4M/5yJaV4qzCaGAOAhggcAFJFpGIqHHMVDzpjHCq6rvpfDSHZ/IOkZzKlnMF+WTe0z0YxdEXFUkwipOh5SQ0VYremoWqqiak1H1VQZUcBmrwwA8COCBwB4xDxgytbBXNdVNl/QwFBBA7m8BnIFDQwd9O9cfuTxUhk5mSwUhB1LNYmgahIh1SRCqk2EVJ0Iqvag20G7NBrUAQCjGa5bhpfUAGCOyeZGB5RsvqBcwVWu4Co/5t+Fkdv5gquc6yqXd5V3hx8v7EsxhiEZ0shKTsO3jVH3GwcdZ0gyTUOOZcgxTTmWIXvfvx3TVH82p+fbepUKB5QMO0qGHaUiw/9maVoAKG8EDwAAAABFx0RYAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdAQPAAAAAEVH8AAAAABQdP8f3nUJGteLQl0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置默认字体为SimHei\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "# 绘制饼图\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.pie(target_country_counts, labels=target_country_counts.index, autopct='%1.1f%%', startangle=90, colors=plt.cm.Paired.colors)\n",
    "plt.title('国家分布 (饼图)', fontproperties=font_prop)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0ee0c967-6489-4685-b340-2af83b6825ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 尝试创建散点图\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.scatter(df['年份'], df['国家'], color='b', alpha=0.5)\n",
    "plt.title('随时间某列的散点图')  # 修改标题为描述性的标题\n",
    "plt.xlabel('时间')  # 指定x轴标签\n",
    "plt.ylabel('某列')  # 指定y轴标签\n",
    "plt.xticks(rotation=45, ha=\"right\", fontsize=8)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cb3d46b5-c6bc-49ba-b063-b1c0c20e595c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
